class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Introduction to `ggplot2` <br> ### Saghir Bashir & Andreia Carlos<br><br>15th Nov 2019 --- class: inverse, middle, center # Relax # Experiment # Make Mistakes # Learn # Enjoy --- class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Outline ## Gapminder Data ## Plotting Data ## Facetting Plots ## Summary --- class: center, middle <img 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width="900px" /> --- class: middle, left <div class="gapminder-logo-right-top"></div> # Gapminder Data ### - Population (Total) ### - GDP per capita (US$, inflation-adjusted) ### - Life expectancy at birth, in years ### - Infant Mortality per 1000 births ### - Total Fertility (children per woman) --- class: middle, center <div class="gapminder-logo-right-top"></div> # First 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1960 </td> <td style="text-align:right;"> 1636054 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 62.87 </td> <td style="text-align:right;"> 115.4 </td> <td style="text-align:right;"> 6.19 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1965 </td> <td style="text-align:right;"> 1896125 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 66.59 </td> <td style="text-align:right;"> 94.1 </td> <td style="text-align:right;"> 5.59 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 2150602 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 67.83 </td> <td style="text-align:right;"> 76.8 </td> <td style="text-align:right;"> 5.05 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 2411229 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 69.77 </td> <td style="text-align:right;"> 63.1 </td> <td style="text-align:right;"> 4.39 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 2681245 </td> <td style="text-align:right;"> 1056.75 </td> <td style="text-align:right;"> 71.39 </td> <td style="text-align:right;"> 64.0 </td> <td style="text-align:right;"> 3.68 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 2966799 </td> <td style="text-align:right;"> 1056.50 </td> <td style="text-align:right;"> 72.71 </td> <td style="text-align:right;"> 45.9 </td> <td style="text-align:right;"> 3.23 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 3281453 </td> <td style="text-align:right;"> 980.16 </td> <td style="text-align:right;"> 73.30 </td> <td style="text-align:right;"> 35.1 </td> <td style="text-align:right;"> 2.97 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 3106727 </td> <td style="text-align:right;"> 909.74 </td> <td style="text-align:right;"> 73.70 </td> <td style="text-align:right;"> 29.1 </td> <td style="text-align:right;"> 2.72 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 3121965 </td> <td style="text-align:right;"> 1180.87 </td> <td style="text-align:right;"> 74.70 </td> <td style="text-align:right;"> 23.2 </td> <td style="text-align:right;"> 2.38 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 3082172 </td> <td style="text-align:right;"> 1555.24 </td> <td style="text-align:right;"> 76.20 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 1.92 </td> </tr> </tbody> </table> --- class: middle, center <div class="gapminder-logo-right-top"></div> # Last 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 5206311 </td> <td style="text-align:right;"> 515.23 </td> <td style="text-align:right;"> 57.22 </td> <td style="text-align:right;"> 72.4 </td> <td style="text-align:right;"> 7.42 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 6170284 </td> <td style="text-align:right;"> 550.34 </td> <td style="text-align:right;"> 59.41 </td> <td style="text-align:right;"> 70.3 </td> <td style="text-align:right;"> 7.40 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 7289083 </td> <td style="text-align:right;"> 501.28 </td> <td style="text-align:right;"> 62.48 </td> <td style="text-align:right;"> 66.4 </td> <td style="text-align:right;"> 7.10 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 8862601 </td> <td style="text-align:right;"> 507.41 </td> <td style="text-align:right;"> 64.86 </td> <td style="text-align:right;"> 53.6 </td> <td style="text-align:right;"> 6.22 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 10484771 </td> <td style="text-align:right;"> 536.20 </td> <td style="text-align:right;"> 63.00 </td> <td style="text-align:right;"> 51.2 </td> <td style="text-align:right;"> 5.18 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 11683136 </td> <td style="text-align:right;"> 510.82 </td> <td style="text-align:right;"> 56.00 </td> <td style="text-align:right;"> 60.1 </td> <td style="text-align:right;"> 4.43 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 12499981 </td> <td style="text-align:right;"> 535.20 </td> <td style="text-align:right;"> 47.90 </td> <td style="text-align:right;"> 63.5 </td> <td style="text-align:right;"> 4.07 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 12984418 </td> <td style="text-align:right;"> 351.02 </td> <td style="text-align:right;"> 45.10 </td> <td style="text-align:right;"> 61.0 </td> <td style="text-align:right;"> 3.97 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2010 </td> <td style="text-align:right;"> 13973897 </td> <td style="text-align:right;"> 288.57 </td> <td style="text-align:right;"> 49.10 </td> <td style="text-align:right;"> 55.8 </td> <td style="text-align:right;"> 3.72 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2015 </td> <td style="text-align:right;"> 15602751 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 59.30 </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 3.35 </td> </tr> </tbody> </table> --- <div class="gapminder-logo-right-top"></div> # Questions of Interest <br> ### What are the time trends for Portugal? ### How does Portugal compare to other European countries? ### How does Portugal perform on health and wealth? --- class: center, middle <img src="data:image/png;base64,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" width="400px" /> --- class: inverse, center, middle ## `install.packages("ggplot2")` ## `install.packages("magrittr")` ## `install.packages("data.table")` ## `install.packages("here")` --- <div class="rdatatable-logo-right-top"></div> # Imported Gapminder Data ```r library(data.table) library(here) gm <- fread(here("data", "gapminder.csv")) # Create factor (categorical) variables to be used later. gm[, continent:=as.factor(continent)] gm[, country:=as.factor(country)] gm[, fyear:=as.factor(year)] ``` --- <div class="gapminder-logo-right-top"></div> # Look at Imported Data ```r gm ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Albania 1960 1636054 NA 62.87 115.4 6.19 1960 ## 2: Europe Albania 1965 1896125 NA 66.59 94.1 5.59 1965 ## 3: Europe Albania 1970 2150602 NA 67.83 76.8 5.05 1970 ## 4: Europe Albania 1975 2411229 NA 69.77 63.1 4.39 1975 ## 5: Europe Albania 1980 2681245 1056.7504 71.39 64.0 3.68 1980 ## --- ## 2216: Africa Zimbabwe 1995 11683136 510.8200 56.00 60.1 4.43 1995 ## 2217: Africa Zimbabwe 2000 12499981 535.1974 47.90 63.5 4.07 2000 ## 2218: Africa Zimbabwe 2005 12984418 351.0233 45.10 61.0 3.97 2005 ## 2219: Africa Zimbabwe 2010 13973897 288.5683 49.10 55.8 3.72 2010 ## 2220: Africa Zimbabwe 2015 15602751 NA 59.30 46.6 3.35 2015 ``` --- <div class="rlogo-logo-right-top"></div> # Structure of Gapminder Data ```r str(gm) ``` ``` ## Classes 'data.table' and 'data.frame': 2220 obs. of 9 variables: *## $ continent: Factor w/ 5 levels "Africa","Americas",..: 4 4 4 4 4 4 4 4 4 4 ... *## $ country : Factor w/ 185 levels "Albania","Algeria",..: 1 1 1 1 1 1 1 1 1 1 ... ## $ year : int 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 ... ## $ pop : int 1636054 1896125 2150602 2411229 2681245 2966799 3281453 3106727 3121965 3082172 ... ## $ gdpPercap: num NA NA NA NA 1057 ... ## $ lifeexp : num 62.9 66.6 67.8 69.8 71.4 ... ## $ infmort : num 115.4 94.1 76.8 63.1 64 ... ## $ fertility: num 6.19 5.59 5.05 4.39 3.68 3.23 2.97 2.72 2.38 1.92 ... *## $ fyear : Factor w/ 12 levels "1960","1965",..: 1 2 3 4 5 6 7 8 9 10 ... ## - attr(*, ".internal.selfref")=<externalptr> ``` --- class: inverse, center, middle # What are the time trends for Portugal? --- <div class="rdatatable-logo-right-top"></div> # Portuguese Data ### Create a dataset for Portugal ```r # Portuguese Data options(width = 100) gmPT <- gm[country == "Portugal"] gmPT ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Portugal 1960 8875311 2363.976 64.23 84.6 3.16 1960 ## 2: Europe Portugal 1965 8888635 3212.569 66.17 66.4 3.18 1965 ## 3: Europe Portugal 1970 8670352 4615.613 67.14 55.4 2.99 1970 ## 4: Europe Portugal 1975 9185876 5398.299 68.90 36.0 2.71 1975 ## 5: Europe Portugal 1980 9755635 6518.493 71.71 22.8 2.29 1980 ## 6: Europe Portugal 1985 9929014 6693.814 73.22 16.5 1.78 1985 ## 7: Europe Portugal 1990 9890319 8854.322 74.20 11.5 1.54 1990 ## 8: Europe Portugal 1995 10078431 9455.050 75.50 7.4 1.48 1995 ## 9: Europe Portugal 2000 10278542 11412.078 76.80 5.5 1.47 2000 ## 10: Europe Portugal 2005 10480085 11663.632 78.40 3.7 1.41 2005 ## 11: Europe Portugal 2010 10584837 11805.935 79.90 3.1 1.33 2010 ## 12: Europe Portugal 2015 10349803 NA 80.80 3.0 1.31 2015 ``` ```r options(width = widthDefault) ``` --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy --- .left-code[ <br> ```r ggplot(gmPT) ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPMAAAOZCAMAAABMdpUuAAAABlBMVEXr6+v///+HIERrAAAACXBIWXMAACxKAAAsSgF3enRNAAAL00lEQVR4nO3UsQ3AMAzAMPf/p3NAh24NYJEXaNI8AB1zOwDgR54HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUPJ63gDs4XlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q4nlAiecBJZ4HlHgeUOJ5QInnASWeB5R4HlDieUCJ5wElngeUeB5Q8vk8gMU8DyjxPKDE84ASzwNKPA8o8TygxPOAEs8DSjwPKPE8oMTzgBLPA0o8DyjxPKDE84CSA+QEDZAnxn/QAAAAAElFTkSuQmCC" width="100%" /> ] --- <div class="ggplot2-hex-right-top"></div> .left-code[ <br> ```r *ggplot(gmPT, aes(year, lifeexp)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points & Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Colour --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point(colour="blue") + * geom_line(colour="blue") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Y-axis --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + * scale_y_continuous( * limits=c(0, 80)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Axis labels --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + scale_y_continuous( limits=c(0, 80)) + * xlab("Year") + * ylab("Life Expectancy at Birth") ``` <br> ### Interpret this plot. ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Download: https://ilustat.com/shared/ggplot2-Intro.zip ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 1 - Portugal" --- <div class="ggplot2-hex-right-top"></div> ## Some comments (i) .left-code[ ### Piping data to `ggplot2` ```r library(magrittr) *gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="darkred") + geom_line(colour="darkgreen") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Some comments (ii) --- .left-code[ ### Order matters ```r gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + * geom_line(colour="darkgreen") + * geom_point(colour="darkred") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPMAAAOZCAIAAAD0yvJLAAAACXBIWXMAACxKAAAsSgF3enRNAAAgAElEQVR4nOzdeXzU1b3/8TN7EiaTZbKvkEAWQMLuiiguCGjpVWutWtSqrVbvtb9HF5eCWhe0t7ZVr7Va63VDr2J7q96iRaEIguwoBMlCErKSZJLJOsnsM78/vnSaJiHJd2aSmQmv54NHHpPvnO85n7RjZt4553u+Cq/XKwAAAAAAiFjKUBcAAAAAAEBASLYAAAAAgMhGsgUAAAAARDaSLQAAAAAgspFsAQAAAACRjWQLAAAAAIhsJFsAAAAAQGQj2QIAAAAAIhvJFgAAAAAQ2Ui2AAAAAIDIRrIFAAAAAEQ2ki0AAAAAILKRbAEAAAAAkY1kCwAAAACIbCRbAAAAAEBkU4e6gLDT19dntVpDXcUwdDpdbGysEMLpdHZ3d4e6HEQeo9Fot9stFkuoC0GEUSgURqNRemw2m71eb2jrQcTR6/U6nc5sNoe6EEQeg8Gg1WqFEBaLxWazhbocRBiNRhMXF9fT0+NwOEJdC/yRlJQkqz1ztgAAAACAyEayBQAAAABENpItAAAAACCykWwBAAAAAJGNZAsAAAAAiGwkWwAAAABAZCPZAgAAAAAiG8kWAAAAABDZSLYAAAAAgMhGsgUAAAAARDaSLQAAAAAgspFsAQAAAACRjWQLAAAAAIhsJFsAAAAAQGQj2QIAAAAAIhvJFgAAAAAQ2Ui2AAAAAIDIRrIFAAAAAEQ2ki0AAAAAILKRbAEAAAAAkY1kCwAAAACIbCRbAAAAAEBkI9kCAAAAACIbyRYAAAAAENlItgAAAACAyEayBQAAAABENpItAAAAACCykWwBAAAATEJuuz3UJWDiqENdwEgcDsdf//rX/fv3NzY2ejye7OzsefPmrV69OioqalBLr9e7efPmLVu2SC0zMzOXLVu2cuVKlUoVksoBAAAATDxLff3xt99u+OSTnupqV3+/OjrakJ+fddllM264IXbq1FBXh3Gk8Hq9oa5heCaT6cEHHzSZTIOOJyQkPPHEE1lZWb4jbrd7/fr1+/fvH9TyrLPOevjhh7Varaxx+/r6rFarfzWPK51OFxsbK4RwOp3d3d2hLgeRx2g02u12i8US6kIQYRQKhdFolB6bzeawfddA2NLr9Tqdzmw2h7oQRB6DwSB9kLNYLDabLdTlINy5HY4v168ve/llt8Mx9FmVVlt4660LH3pIKTMdIFSSkpJktQ/TOVu32/3UU0+ZTKaUlJTvfe97s2bNUiqVZWVlr776alNT05NPPvnb3/7WF1k3btwoxdobbrjhwgsvVCqVu3btev3110tLS994443bb789pD8KAAAAgPHl7O3detNNLV98cboGbofj2EsvtR06dOnbb+vi4yeyNkyMML3Otq6urqqqSgixdu3a8847Ly4uLjY2dvHixQ899JAQoqGhobKyUmrZ39//l7/8RQhx3XXXXX/99RkZGWlpaddcc82aNWuEEB9//HFXV1fofg4AAAAA48vrdm///vdHiLU+bfv3b7/9do/LNQFVYYKFabKtqakRQuj1+qn/uho+PT1dmpWWGgghDh48aLPZlErl6tWrB7a88sortVqt0+nct2/fBBUNAAAAYMJVvvlm45YtY2x8cvv2iv/+73GtByERpsk2MTFRCGGxWAZdZ9vd3d3R0eFrIIQoLy8XQsyaNUu6BtUnKiqqpKRECFFWVjYxNQMAAACYYG6H46tf/UrWKV/9+teusNxYB4EI0+ts586dW1RUVF5evn79+rvvvnv69OlCiNra2hdeeMHj8eTl5Z199tlSSyno5ubmDu0kJydn//79nZ2dww5RU1Pjm/gdKCsrKzMzM2g/SfBoNBrpgUKh0Ol0oS0GEUqlUvHiQSB0Oh07SEEu6T4F/PKBH5TKU3MwarWalxBOp3HnTuuQTWdHZu/oaNu1a+qqVeNUEkIiTJOtUql85JFHfve7333++ec//vGPtVqtQqGw2+1CiHPPPfeee+7xxTwpuA6asJVIB0+XbLds2fKHP/xh6PG77rrrtttuC9YPMh7UavWwPy8wKo1G4/tvB/CDXq8PdQmIVLxzIRBRUVFDb/oISExjuLx2qLYvvjjr+uuDXgxCKEyTrRDCbrf7ZgYcA3bu9ng8drvd9wYpzdkO+35pMBjE6ZMtAAAAgEjU2d9Z01ZT01ZT017Tv/MvfvzlrLexMfhlIaTCNNl2dnbed999LS0t06ZNu+mmm2bMmKFUKquqqt5+++29e/dWV1c/9dRTKSkpY+nKdZqtz5KSkoqLi4ceT0xMPN0poaVQKKQFXV6v1+12h7ocRB61Wu3xeDweT6gLQeRRq0+9WYTnr0eEOaVSqVQqefHADyqVSqFQCCF4/zqT2V326rbqYyePnTCfqGmrOdF+4ljzsebuZl+Dm5vFbPndOvv7+b0U5nwfP8bafpzqCNCbb77Z0tKSkZHxy1/+0rf4ZP78+bNnz/7xj39cV1f36quv3nfffUKIhISElpYWi8UytJPe3l4xYK+pQa6++uqrr7566PG+vr7wvFGQTqeTpqZdLld3d3eoy0HkMRqNDodj2P9YgBEoFAqj0Sg97u7u5jpbyKXX63U6XXi+tyLMGQwGrVYrhOjv77fZbKEuB+PO4XI09zTXdtRWmCoqWivqOupqO2rrO+tHfuvpjfZnLHViIr+Xwpx0T5yxC8dk6/V6v/jiCyHElVdeOeiaCq1Wu3r16ueee27Pnj1ut1ulUiUkJIh/hNhBRk62AAAAAELC4XLUd9ZXt1fXmGtq2mukr03dTX78/bRRXvw5xVhS4s9pCGPhmGxdLld/f78QIiMjY+iz6enpQgi3222xWOLi4qRk29TUNLSldJBkCwAAAIRQS09LhamirqNOmoatMFVUt1W7PIEuBtaqtNOSpmVPnSq++FS4ZaxXVyiVOStWBDg6wk04JluNRpOWltbS0nLy5Mn58+cPera5uVkIERsbK20QVVhYuGnTpiNHjlit1ujof65FcDqdX375pdRgAmsHAAAAJojLalVH+7UYd9x0WbvqOurKW8srTZW1HbV1HXWVpkqrM9Cbx2rV2nRD+tTEqQUpBUWpRbmJuVMTp+Yk5EhXYn9R+ePKN94Ye2/51103ZbgpNES0cEy2QojCwsKWlpZNmzZdeumlAxckO53ODz/8UGogvY4XLlwYFRVls9m2bt165ZVX+lp+/vnnNptNrVafc845E18/AAAAMB7sHR2VGzbU/+1vXWVlTotFpdXGZGZmLVuWd911yUPmhMaVFGJ907AVrRXV7dUWe6A7emhUmoy4jKmJU3MTc3MTcwtTCotSi7Lis1RK1elOmXfffQ2bN1tbW8fSf5TROP/BBwMsEmEoTJPtTTfdtH///qampgceeGDNmjUFBQVer7e6unrDhg21tbVarfaWW26RWur1+m9+85vvvPPOK6+8YjAYpBx78ODB3/3ud0KIVatWScuVAQAAgMjm9R576aUv//M/nQO2mHE7HL0nTpS98krZf/937pVXnvf007pxuBav29otTcBKX8tby8tby3tsPYH3nBqbKs3BStOwuYm5RalFOrVOVifRKSnLXntt87XXuvr6fAe9Qij+8dVHHR198WuvxaSnB145wo0ibHe53L9//zPPPDN0a6iYmJi77757yZIlviNut/uJJ544cOCAEELaQE+6/+2cOXMefvhhjUYja9y+vj6rNdD1EuPBtzey0+lkb2T4wWg02u129kaGXAP3RjabzWH7roGwJe2NbDabQ10IIo9vb2SLxcLeyF63e+e//3v1e++N3Eyfm3v5u+8a8vP9HsjhdjR3N5e3lg+8Mrauo87vDn3io+NzE3MLUwsLUwqlEFuQUhCtCdpq6s5jx7auWWOpO22p+uzsi197zThnTrBGxLiSuzdy+CZbIYTFYvnzn/9cXl7e0NDg8XiysrIKCgq+9a1vxcXFDWrp8Xg2b9786aefNjY2CiEyMzOXLVu2cuVK6QawspBsMVmRbOEfki0CRLKF30i2A+1bu/bYSy+NpaUhP3/V3/6mi48ftaXvLjsDr4xt6GzweAO9e7AUYqVpWOnK2PykfL1OH2C3o3Lb7WUvv1z+6quW+vqBx/XZ2QVr1sz8wQ/C7bJkjGBSJduQINlisiLZwj8kWwSIZAu/kWx9Wr744m+rV4+9fcF3v3veb34z8IjL42rqapJCrJRjK0wVjV2Nbo87wNriouOkCVjflbEz02Ym65MD7DZAnWVl1sZG0dsr9PqY7Oz44uLQ1gM/TIb72QIAAADwOfTEE7LaH/+ftz1XX1ij7Rl4ZazdZQ+wDK1Kmx6XLm3p5JuS9W1QHFYSiotT5syJi4vr6emRLlTEpEeyBQAAAMKXpaHBtH+/rFO8Lvd/rb/j7yX+Dzpwg2LflbHZCdlKhdL/ToHxRLIFAAAAwlfLrl1C/pUg05vEGJOtWqnOTsjOM+blJ+XnJ+fnGfPyk/Mz4zIJsYgsJFsAAAAg7Eh3iy1vLW/d/rZB/unxfac5Hh0vbenkuzK2MLUwSh0VWLFA6JFsAQAAgFByup31nfWVpsrjbcer2qqkr13WLunZK6rEJfL71LhEamxqflJ+XlJenjHP91XurWKBSEGyBQAAACZOj63nhPmEb4Piuo66itYKm+u0mz/3xvgzSl7B3KMPfup/lUCkIdkCAAAA48Lj9TR2NVa1VVWaKqvaq6QHbZY2WZ00yrv1ySmp8xf4cxoQsUi2AAAAQBA4XI4ac02lqbK2o7bCVFHRWnG87Xi/oz+QPuOj4xPm5jq3V2q6rbJOzFm5MpBxgYhDsgUAAABk67J2SfHVt664obPB4/UE0mdqbGpRapFvh6ei1KLU2FQhRFnUy3sffHDs/SQvWJC+ZEkglQARh2QLAACAcORxuSxtbSqdTkSFeOdep9t5svuk77LY8tbystayXltvIH1qVdppSdOk+8RKUbYgpSBaEz1s44Kbb6565x3zkSNj6Vmp1S5ev14oFIGUB0Qcki0AAADCiL2zs+LVV+s2bTKXlkr3cVVHR6ddcMG0f/u3vKuvVqhU412A73Y7vnXFVW1Vbo87kD4H3munMKWwKLUoJyFHMebwqdJql73xxkcrV/adPDlyS4VSed5vfpM8f34g1QKRSOGVf9/nya2vr89qlXcZw8TQ6XSxsbFCCKfT2d3dHepyEHmMRqPdbrdYLKEuBBFGoVAYjUbpsdls5l0Dcun1ep1OZzabQ10IIkPlG28cePRRx2k+6iQUFV3w/PPGkpJgDefyuJq6mnyXxZ66f2xvayB9atXadEO6FF+lu8XOTp89RTsl8Gqtra3bbr3VtH//6Rro4uOXvPBC1mWXBT7WJKDRaOLi4np6ehwOR6hrgT+SkuRtnsacLQAAAMLC3gcfLHv55REadJaXf3zVVUtffjl7+XI/+pd7u52xiI+Ol+Krb13xjOQZKuW4TCxHp6au+Otfa/70p69ffLGjtHTgU1FJSfnXXXfWvfdGJSaOx9BA+CPZAgAAIPSOPv/8yLFW4rJat99xx8pNmxLPOmvkli09Lb7LYqV1xfWd9YEsPNGoNBlxGb7LYnMTc2emzUzWJ/vdoR8USmX+ddflX3edpbGxq6zM2tamNRimZGUZ58xRKJUTWQkQbki2AAAACLHeEycOrV8/xsYuq3XnvfdetWWLL8s5XI7mnmZpJlZaV1zVVtXn6AukpLjouKmJU32XxUo7FevUukD6DCJ9VpY+KyvUVQBhhGQLAACAEPvq6ac9TufY23eUlv7Pfz1YXThFukT2uOl4UG63M3BdcW5ibiAdAphgJFsAAACEksfhqP/oI7lnHXjrlTcv8Wc4WbfbARApSLYAAAAIJfORI075W/fnN4+p2dDb7WQnZCsVXJIKTDYkWwAAAEwc6W6xdR11tR210gPVnmMr5PcTYxNqt3AN2IR46O12ZqXN0uv0wasdQPgi2QIAACD4Wntb6zvr6zvqG7oa6jrqGjob6jvrm7qbHK7BNxedO/zNa0ehEOLcnLOnZRZOT55ekFIwPWk6k7HAmYxkCwAAAP/55mBbeltae1qlmVhZWxP3xPgzrtZg+N97/urPmQAmI5ItAAAARtfR19HQ1eCbhq3vrJceW53WAHs+mSTcSqGSubdx8oIFAY4LYDIh2QIAAEwsr7dxy5baDz9s3bu3v7lZCBGTnp66eHHuVVdlX365UChCW53NZfNNvfquhj1hPtFj6wniKDq1Ls2QJt1cJzcxN7r8A8feI7J6yFm1Koj1AIh0JFsAAICJ03H06O4f/7jt0KGBB3tPnOg9caLq3XeNJSXn/frXxpKSCajE7rK39LQMSrAtPS2tva1BHGVQgpUepMamphnSBjYzxZz70apVwusdY7f6rKzp118fxDoBRDqSLQAAwASp//jjHXfe6ervP10D8+HDH1155YUvvJB71VXBGtThdjR3Nw9MsFJ8re+s9445SY5Kq9Kmx6UPTLCphtS02LSchBzFGGahUxYtKrjppso335S+9QoxwjkKpfLsp55S6XRBqh3AZECyBQAAmAhtBw5sv+MOt90+cjO3zbbjzjsvT05OPeccWf07XI7mnuaBU69Sjm3obPB4ZV7DenrSnXUGTr1KOTbwfYnPfuqp3rq65h07xIixVigUCx56KHv58kDGAjD5kGwBAADGndvh2HHXXaPGWl/jz++669/27Bl2WtLpdp7sPjlwI+LxSLAalSYjLkPKrgNnYrPis1RK1ejny6fSai/9n//Z9/OfV7z++umWJWtiY897+ulpV189HgUAiGgkWwAAgHF3fMOG3trasbe3NDZWvPZaxppvD7wIVnrQ2NXo9riDWFt8dPzAi2DHO8GOQKXVnvurX8248cbSZ59t2rrVZf3nrssx6enTvvnNs+69N8ponOCqAEQEki0AAMC4q/nzn+We8pdn1z1TuzaINQybYDPjM9XK8PpAmDR37sWvvuq22ZxNTXaTSR0VpTIao7KzQ75rNIBwFl6/yAAAACYfV19f24EDcs/KaPNG24VV/jZJgxKstKK4IKUgWhMtu6/QUUVFJcybp9VqhRAWi8Vms4W6IgBhjWQLAAAQZF3WroEbEfdUVy/0yL4CViFEfN9IyXZggpU2Is5NzJ2ePH2KdkpA1QNABCLZAgAA+ElKsAM3Iq7rqKtur7bYLQObZZrFQr/617qE+EeCHbgRcW5ibn5Svl6nD8LPAACTAskWAABgFDaXbdBGxHUddSfMJ3psPWM5vSfGz3F/f9dbhbPPMUQZ/DwfAM4YJFsAAIBT7C57S0/LoARb21Hbbe0OpFtLtOiJEYZ+eWfpEhMXzrtEoZroDYoBIBKRbAEAQPBZGhvr/u//mj//3Nrc7HU6NYmJxpKS3JUrU889N9SlCSGEw+1o7m4emGB9K4qDOIpWpU2PS5cWD0fVfy0+OSjr9Ozly4m1ADBGJFsAABBMzt7eQ+vXV7z+usfpHHi8dffuYy++mLJ48dlPPmmcM2diinG4HM09/0ywLb0t0qLi+s56r9cbrFG0am26IX3gRsTS1bA5CTmKf9yopqek5v1tFwz632QECpVq9t13B6tCAJj0SLYAACBoLPX1W2+8sbO8/HQNTPv2fbRy5fnPPpt3zTVBHNeXYH1Tr9JMbENng8cre1Pi09GoNBlxGQM3IpYSbHZCtlKhHPlcQ17e7B/+8Mizz45xrJnf/358YWHAJQPAmYJkCwAAgsPe1fXJddf1VFeP3Mxtt39+9926+PjMSy6RO4TT7TT3mQduRCw9aOxqdHvc/hY+mEalSYxJHLgRsfQgKz5LpfR/efC8Bx7oOHas8dNPR22ZcfHFCx56yO+BAOAMRLIFAADBsff++0eNtRKv273jzjuv3rdPl5BwujYDbwnre9DU1eTyuIJX8r/cEtb3IDM+U60M/mckhUq17PXX9z74YMVrr43QbMZNN53zy18q1XxIAwAZ+KUJAACCoKO0tOZ//3fs7e1dXaXPPrvwkUeGJtiW3pY6c53NZQtieUMTbGps6lTj1Ch1VBBHGZVSozn3V7/Kv/baL//zP1t27fK6/znPrFCp0s49t+SnP00777yJLAkAJgeSLQAACILj77wjZO7JdOC1l671vNrnlHkznBENTLC+q2FnJM+I0fp7S9lxkHL22cv//Geb2dx24EDfyZPC652SkZG8cGFUUlKoSwOASEWyBQAAQXDy73+Xe0pUnyuh2dXnV5pLmpKUk5iTHZ/t+5qTkJOTkKNT6/zpLhSijMbs5ctDXQUATBIkWwAAMFZd1i5p82Hf125bd2tPa2tvy80nqvz4VJHYKxpHTLbx0fGDNiLOTczNM+bFRsX6+0MAACYhki0AAP7wuFyte/Y0bd1qaWhw9PTEpKTEFRbmXHFF3IwZoS7Nfz22ntbe1jZLW3N3c3tfe2tvq6nXZLKYWnpa2nrb2vvaT3ei2i3Ufu1MHOU49cAQZchOyM5JyMmOz8415koTsNnx2SRYAMBYkGwBAJDtxPvvH3z8cUtd3aDjBx99NHPZskWPPBJfXBySwkZ1uknXlt6W5u7mHluPf926VMKm/WdMHbtbr/iP9au+kRqbmmZI829oAAAEyRYAAFncDsee++47vmHD6Ro0/f3vLbt2nf/MM3nXXjuRhUksdktzT3O7pb2lt6XN0tba0yrNu7b0tLT3tbf3tXtlbvI0di0JYmqr7LOuWL5Gn5k7DuUAAM4sJFsAAGT44v/9v+qNG0du47bbd/zwhyqdLveqq4JewMBJV990a+CTrnL5Ln/1fZ3i3ed85QN5nRQX63OJtQCAICDZAgAwVpVvvjlqrD3F6/38nnuMc+fqs7NlDWFz2br6uwauFpa+dlm7Wntbm7qaXB6XP6XLpFPr0gxpqbGp8dHx0oOBX5P1ySqlanDlhdf8eePfnb29Yx9l1p13BrVqAMCZi2QLAMCYuPr6vnzqKRnt+/sPrV9/4e9/P+j4CJOuLT0t3dbuoFZ9WgMnXeOi4gYG14y4DEOUQW6HUUbj3J/+dP9DD42xfdLcudO//W25owAAMCySLQAAY1L30UdWk0nWKTXv/2XvFektnu6QTLoOO90aHxOfFpuWGZ+pVgb/M8CsO+9sP3ToxPvvj9oyOjX14tdeU6gGT/wCAOAfki0AAGPSuGWL7HNc7s1v/9fhvOAXo1KqkqYkpcSmpBnSkqYkpRvSk2OT0wxpKfqUlNiU1NjUaE108EcdlUKx5Pe/1+fklD733Ait4ouLL92wYUpm5oTVBQCY9Ei2AACMotvaXdtR2/D1l36cm+Tvjk4hmXQNnFKtXrBuXfqFFx564on2Lwf/L6ZLTJx9zz0zv/99lU4XkvIAAJNVOL4pAgAQKv2O/hpzTU17TY25prq9urq9urqtuqO/Qwhx/0lhlN/hFNvwx6VJ12R98qlJ17j0lNiUFH1KqiE1WZ+cFpsWo40J6CcJqYylSzOWLu09ceLkjh0us9ljsykTEhLPOiv1nHOUaj57AACCj3cXAMAZyul2nuw+WdtRW9dRV95aXmmqrO2obehs8Hg9w7bvjxJGGfv+nhKbknZ50ZyB063Svk1hO+kaRLHTphVOm6bX63U6ndlsDnU5AIDJbJK/pwIAIIRwe9xN3U3VbdU15pqqtippVrahq8HtcY+9k7Y4kd0me+gf3fjE1G98Q/ZpAABADpItAGCy6bJ2DZyGreuoqzRVWp3WALs9nqueXyVvW2OlRpOxdGmA4wIAgFGRbAEAEUwKsXUddbUdtRWmiorWihpzTa9N/qLhf6VVa9MN6VMTpxakFBSlFuUm5k5NnJoRlfyXs8/ub2kZez9511yjjYsLsBgAADAqki0A4LQsDQ2Nn37qOHnSZjZHGY3a9PSsyy7T5+SEpBiH29Hc3VzeWl5hqvCl2bqOugC7VSvVmfGZUxOn5ibm5ibmFqYUFqUWZcVnqZTD3Gp1/oMP7vyP/xhjzxq9fu599wVYHgAAGAuSLQBgGJ3Hjh149NGmrVsHP3H//ZkXX7zgoYcSZ88ev9Hl7u00dvHR8QOnYXMTcwtTC6PUUWM8ffp3vtO6Z8/xt98etaVCqVzywgv6rKzA6gUAAGNCsgUADHb8rbf2/Oxnbodj2Gebtm1r/vzzRY8+WnzHHUEZrqWnZeA0bIWpoqqtStbeTsOKj46XpmF9i4qnJ0+fop0SYLfn/vrXUUlJpc89N0IblU533m9/m7NiRYBjAQCAMSLZAgD+ReUbb3zx4x+P3Mbjcu198EGhUBTffruszsdpbyedWjfVOLUwpdC3qHhm2sxkfXKA3Q5LqVYvWLcuecGCg4891l1VNbRBzooVC9ati5sxYzxGBwAAwyLZAgD+yXzkyJ777x9j4/3r1iXNn588f/6wzw7d26m6vdpitwRY4bB7O+Uk5CgUigB7liVn5crsK65oO3CgcevWvoYGR3d3VHJyQnFxzhVX6HNzJ7ISAAAgSLYAgIEOPPKIx+kcY2OPy7X/oYdW/vWvDrejpr3GNw0rzcq29rYGWIysvZ0mnkKpTFm8OGXx4lAXAgAASLYAgH/oqqho/vxzWaeY9u694qdzDmlavF5vgKMHuLcTAAA4k5FsAQCnNHzyiR9nJZQ2e+fJOyVpSlJ+Un5+cn6eMS8/OT8/KT/PmKdT6/wYHQAAQJBsAQA+PcPthzSq5O6Rno2LjpMmYH3TsMWpxYYog58lAgAADIdkCwA4pf1knR9n6f+xsXGUOiovKe+f07BJeflJ+UlTkoJZIgAAwHBItgBwRuvo79hZvXN71fatlVuXNDUtkN/DtKmzNqx5oCi1KDshW6lQBr9EAACA0ZBsAeCM43A79tbu/ez4Z58d/+xo81GP1yMdN/u1RnjB4svnFy8PZn0AAAAykWwB4ExR11G3vWr79qrt245v67X1Dm1Qli0uPyi72+zLLgtCcQAAAAEg2QLAZNbR17GzZqeUZhs6G0Zu3JQkmpOU6e2esfefULknKvgAACAASURBVFyctMCPJcwAAADBRLIFgMnG5XF93fz19qrtO6p27KrZ5fK4Rj2lMLVwedHyC6dfOO1y19+//R3h9QohvEIoRjtx4cMPK5RcWwsAAEKMZAsAk4RvsfFnxz/rsfWM2j5Zn3zutHOXTl96edHlaYa0U0enizk/+tGR3/5WjCHWnvXv/555ySUBlg0AABA4ki0ARLA+R9/O6p2flH+yrXJbQ9coi42FEFHqqLOnnn3h9AuXTl86J2OOQjFMep13//1et7v0uedG7mrWD384f+1aP+sGAAAIKpItAEQYt8d9tPmotNj4ixNfON3OUU/JTcy9vOjy5cXLz5l6jk6tG7mxQqlcsG5dytlnH3jkke7jx4c2MOTnL3z44ZwVK/z8AQAAAIKNZAsAkcG32Hh71fZua/eo7ZOmJJ2Xd97S6UsvK7os3ZAud7jsyy/PXLasZdeuxk8/tTU29ptMMSkpUZmZWZddlnbBBUo1bx8AACCM8NEEAMJXn6PvQP2BzWWbN5dtru+sH7X9WBYbj51Src5YujTzoouMRqN0xGw2e73eQPoEAAAYDyRbAAgv/i02ljaCumjGRaMuNgYAAJh8SLYAEBZ8i413VO3osnaN2t44xXh+3vlLpy+9tPDSjLiMCagQAAAgbJFsASBk+h39++v376jasbl8c0Vrxajt1Ur1/Oz5y4uXB2WxMQAAwKRBsgWACTVwsfHu2t0Ol2PUU6TFxkunL11WsEyv009AkQAAAJGFZDuYUqnUaDShrmIY6n/sRKpQKMKzQoS/sH15nwnqOuq2VW777Phnn1V+NsbFxkumL7loxkWXFV2WGZ85ARWezsCZYY1Gww5SkEupVAoh+OUDP0gvHiGESqXiJQS5pA/PvHjOHAo+owzidDp59QMIij573+6a3VuObdlStuVg3cFR26uV6pLskivnXHlVyVXzcuYpFcoJKBIAAGASINkOZrVaXS5XqKsYhkajiYqKEkK4XC6r1RrqchB59Hq9y+Wy2WyhLiTsdJaXdxw7Zm1r0xoM+uzs1MWLVVqt3715vJ4jTUe2VW77rPKzXTW7xrLYeKpx6sUFF18046JLiy6NjYr1e+jxExt7qiqLxcK7BuSKiopSq9UWiyXUhSDyREdHS9NuNpvN6Rx9o3hgIJVKFRMTE7af7TEq38ePMWI18mAej8dut4e6iuFJydbr9YZthQhner3e7Xbz4vHxOJ2Vb7759Ysv9p44MfC4JjY27+qrS37yk5i0tLH3Zuo17ands7l886fln3b2d47aPjEm8YL8C6RLZ7Pis3zHw/D/oIGrke12O8kWcmk0GrVaHYavbYQ/ne7UbcxcLhcvIcglLcN0Op0Ox+h/ZUYYItkCwOgsDQ1bv/vdzq+/HvqUs7e34vXXq99774Lnnpu6evUInVid1n11+3ZU7dhetf1w0+FRB1Ur1bPSZy2dvvTy4ssX5SxisTEAAECwkGwBnHF6a2s3rVhha28foY2rv/+zO+44t7Oz8JZbBh73eD2lJ0tP7Wx8YrfDLWNn44tmXGSIMgRYPAAAAIYi2QI4s7httq033TRyrD3F69374IPxRUWp55zTZmnbfWL39qrtm8s2t/a2jnpq4pTEC/IuWDp96cUzLs5OyA5C3QAAADg9ki2AM8uxl1/uqqgYY2OP0/nhPd/beHPG4eYjo15fqlKqZqfPXjp96YXTLzw/73y1kl+wAAAAE4QPXgDOIF63++vf/U7WKZq6Nuu+Nm/WaRuw2BgAACDkSLYAziCmfftsZrPcs2bXiop/Tbbx0fFL8pdIt+rJjmexMQAAQIiRbAGcQTqOHvXjrEyzEP+62Pi8aedpVJogFwcAAAB/kWwBTHINnQ0VpoqylrJyU3n0R5/Nlt9DmnvK6ze9sCR/SWyUvPuqAQAAYGKQbAFMKl3WrgpTRUVrRXlreaWpsvRkaUd/h+/ZS63Cj2SbZMxYOWtlEIsEAABAcJFsAUSwbmt3uam8vKW8rLWswlRxrPnYwBw7VJfen1GmZGb6WR8AAAAmBMkWQMRwuBw15ppKU2V5a/nhpsMVpor6zvpRb8Yz0PEM4RVCIXPcjKVLZZ4BAACACUWyBRCmnG7nye6TvhBbYao4bjru8Xr86y01NrUotaggpUD19WeeI8fHfqJSo5m6erV/gwIAAGBikGwBhIuWnhZfiJUulLW77P51FR8dX5BSUJJZUpRaVJhaODt99hTtFOmptrT9m1atEmOe6S28+WZ9Nvf1AQAACGskWwCh0dLTMjDElp4stTqt/nUl5VgpxBamFM5Kn5U0Jel0jZMXLZpz771HnnlmLD0nFBfP//nP/asKAAAAE4ZkC5wx5FyPGnQDtyw+3HT4WMsxi93iX1exUbF5xjwpxBamFBalFuUm5srqYd4DD9jM5so33xy5WXxBwSVvvaXR+7XrFAAAACYQyRaYzDwOR/Wf/lS/aVP74cO29naVRhOdnp5+wQXTrr46/YILxm/cHlvPCfMJKcRWmirLWstMvSb/utKqtdOM03whtiCloCClQKlQBlKeQqk87ze/SZo79+ATT9g7htlLWaFU5n/724sff1xrMAQyEAAAACaGQta2omeCvr4+q9XPJZHjSqfTxcbGCiGcTmd3d3eoy0EEaNi8ee8DD1gaGoZ9NmPp0vN+8xt9Tk7gA0lbFkshtry13I8ti33USnVmfKYvxJZklsxInqFSqgIvcliOnp7qjRvrP/64q6LC1tam0eunZGdnXXJJ3re+lVBUNE6DRhyFQmE0GqXHZrOZdw3IpdfrdTqd2WwOdSGIPAaDQavVCiEsFovNZgt1OYgwGo0mLi6up6fH4XCEuhb4IynptBeXDYtkOxjJFpND6XPPHXz88ZFXIOsSEy/dsCF50SJZPTvdzur2al+IDdaWxb7dnqLUUf51hXFCskWASLbwG8kWgSDZRjq5yZbVyMAkVPXOOwcfe2zUZvaOjq033bRq8+bYqVNP18btcTd2NfpCbEVrRVlLmcPt5zvECFsWAwAAAH4j2QKTTX9z856f/WyMjW0dHbvuvfeKDz7wHRm/LYtnp882TjH61xUAAAAwApItMNkc/s1vXHJW1Ld88cUbL/68PNMb8i2LAQAAAP+QbIFJxeNy1Q6YgB2j/W/84Z2l8k4ZumVxYUqhQqGQOzQAAAAQOJItMKk0Htxr7+yUe9aMplEaaFSa6cnTC1MKZ6bNLEgpmJk2MzcxN8Bb7wAAAADBQrIFIonD5ejo7+iydrX2trb0tEhfu23drT2tLb0tzd3NueU9a+R3G2sVKo9wDwiqqbGp0j5P0oWyRalFOrUueD8HAAAAEEwkW0S8k599Vvt//2fau7e/uVkIEZOenrJ48dSrrsq4+OJQl+aPjv4OU6/J1Gtq7W1t72tv7m5u72tv7W2VDnb0d4x8usZ16oFXiLGvDFZ4xaV5F83ImS2FWG69AwAAgMhCskUE6ywr2/2Tn5j27Rt40NHT01VRUfnmmymLFp37q18lzJoVqvKGZXfZO/s7pbnWQVOvrb2tzT3NDldAt1zrjTn1QNYFrxq9fsMP3gtkXAAAACCESLaIVI1btmy/4w6n5bQb+Zr279+0cuWFL76Ys2LFhFXl8XraLe1tlraW3pa23raWnpY2S5vJYmrtbW23tDf3NPu98/AYnUwUHoVQeuWdZZwzZ3zKAQAAACYCyRYRqf2rr7bdeqvbZhu5mau/f/sdd1zx/vvJCxcGa2iby9bVP3iu1TcB29TV5PK4Ru8lGOKj41MNqWmxab6vcVFxaYY0c/njPQe+ktVV7qpV41QkAAAAMAFItog8Hqdzxw9+MGqslbjt9u0/+MHVu3crtdox9t9l7RqUWn1bNLX0tHRbuwOoXQadWpdmSEuNTZW+xkfHD/w2WZ+sUqqGPbHpp+5Pv/3tsQ8UlZQ0/YYbglQ1AAAAEAIkW0Se42+/3VNTM/b2lvr6ijfeKL79dulbm8smxVTp66AJ2Pa+drfHPT6F/wutSpsQk3AqtcbED5p6zYrP0uv0/vWcuWxZ7qpVdZs2jbH9ol/8QqP3cywAAAAgHJBsEXmq35O919GWF//zJ66/dNu6Gzsb+xx941HVUNJqYWmF8NCp19TYVIVC1jZPMlzw/PO9dXUdR4+O2nL23XfnX3fdOJUBAAAATAySLSKMq7+/7cABuWfp6zpLj++zjnU98phM0U5JM6Ql65NTYlOk5cHpcelJU5JSY1NTYlOSpiSdbrXwBNDo9Ss+/HDHD3/Y8Le/na6NUqNZsG7drLvumsjCAAAAgPFAskWEqT9e6nXLXi2sECKuT8hNtgO3aBo09ZpuSI+LjpNbxkTSxMZe8uabDZs3H3nmmbaDB4X3n9slq6Ojs1esmPeznxny80NYIQAAABAsJFuENafbWWmqLD1ZerT5qPRP39j9I7+60jkHH0mISUiJTUnWJ6fFpiXpk1JjU1P0Kcn65DRDWnJsctKUpIDLD73s5cuzly/vb2kxHzmitFi8KpUqMTF54UJ1dHSoSwMAAACChmSL8GKxW6rbq8tbyw83HT7cdPhI0xGb61/2QPb6m8iuufhWY970oGzRFHFi0tJi0tKMRqPdbrec/g7AAAAAQIQi2SLEmnuaj548erT5aOnJ0tKTpXWddd4B62aH6o0WvdEi1ipvFF1i4v3feVKhCtmFrwAAAADGD8kWE8rtcTd2NfqmZL9q+srUa5LVg1chvs4V55TLGzd7+XJiLQAAADBZkWwxvhwuR425Rsqxh5sOH20+2u/ol9uJRqXJS8orySyR/k39bszmSy73uFxjPF2hUrEDMAAAADCJkWwRZN3W7nJTuS/KVrVVuT2ytzKOi44rTCmUcmxRalFxarFW/S/7Ghd///tfv/DCGHsr+t73EoqL5dYAAAAAIFKQbBGolp4WX46tMFXUddT50UlqbKovxxakFBSlFo3cfsG6dZ1lZSe3bRu15/QLL1z0i1/4URIAAACASEGyhTxOt7O6vVrKsZWmytLm0o6+Drmd+FYXF6YUFqYULspZlDglUVYPSrX60g0bdv/0p8fffnuEZtOvv/7cp59WajRyKwQAAAAQQUi2GEWvrfdY67HDTYcrWiuknZ/sLrvcTmKjYotTi6Up2cLUwrmZc3VqXYCFKbXa8599Nu/aa7/85S/b9u/3ejz/fE6hSFm0aO7PfpaxdGmAowAAAAAIfyTbCGBpaKj98MPWXbuszc1uhyMmJSVu1qyclSvTzjtvPIaTVhdXmCoqTBXSxOzIt+EZlrS6WFpaLM3NKhSK8ag2fcmS9CVLrK2tpn37+pubhRDRaWkpixfHpKWNx3AAAAAAwpDCj9AyufX19VmtMm+WOm4cPT1frl9f8cYbHqdz6LMpixef/eSTxjlzAhnC5XFVtVVVmiql+dhDDYfa+9rldqJWqvOT86WlxSWZJQtyFiRNSQqkKowHo9Fot9stFkuoC0GEUSgURqNRemw2m3nXgFx6vV6n05nN5lAXgshjMBi0Wq0QwmKx2Gy2UJeDCKPRaOLi4np6ehwOR6hrgT+SkuQFCuZsw5elrm7LjTd2VVScroFp376PVq48/9ln8665Zuzd9jn6qtqqfHeULT1ZanXKTvJTtFOmJ08vTD21ffGcjDnRmmi5nQAAAABAUJBsw5S9s/OT667rqakZuZnbbv/87rt18fGZl1xyujZd1i5pXbH077jpuMfrOV3j04mPjpfWFUv/ClIKlAql3E4AAAAAYDyQbMPUnvvuGzXWSrxu944777x63z5dQoJ0ZOBteA43HW7tbfWjAN9teEoyS+ZmzU2NTfWjEwAAAACYACTbcGQ+cuTE+++Pvb29q+u9B+86tjLvcNPhr5u/7nP0yR3Rdxse6d/s9NlTtFPkdgIAAAAAIUGyDUdV77wjZO7R0rlp6x/jtnrHvP2wIcpQlFok5dii1KLitGKtSiu7UAAAAAAIAyTbcNT097/LPSXWKjLNovH0+4flJuaelXHW7PTZ0r/M+MyASgQAAACAsEGyDT9er6WhwY/zEnv/mWyl2/BIN5ItTClclLsoMSYxmEUCAAAAQNgg2YYdt8Ph8eumW0WGaXMXL/HdiSdKHRX02gAAAAAgDJFsw45Kp9PExjp7e+We+MC3nsi67LLxKAkAAAAAwhm3JA1HCUVFfpwV79dZAAAAABDpSLbhKPuKK+SekjBzpj47ezyKAQAAAIAwR7INRzNuvFETGyvrlFl33TVOxQAAAABAmCPZhqMoo3HuT34y9vbJ8+fnf+tb41cPAAAAAIQzkm2YmnXXXdO++c2xtIxOTb3o1VcVKtV4lwQAAAAA4YlkG64UiiW///1Z//EfI7eKLy5e9dFHUzIyJqYoAAAAAAhDJNvwpVSrF6xbd/mf/pQ8f/7QZ6OMxoWPPHLVp5/qc3ImvjYAAAAACB/czzbcZSxdmrF0aW9tbdsXXzjb2519fTHp6TEFBalnn80KZAAAAAAQJNtIETt1alJhYWxsrBDC6XR2d3eHuiIAAAAACBesRgYAAAAARDaSLQAAAAAgspFsAQAAAACRjWQLAAAAAIhsJFsAAAAAQGQj2QIAAAAAIhvJFgAAAAAQ2Ui2AAAAAIDIRrIFAAAAAEQ2ki0AAAAAILKRbAEAAAAAkY1kCwAAAACIbCRbAAAAAEBkI9kCAAAAACIbyRYAAAAAENlItgAAAACAyEayBQAAAABENpItAAAAACCykWwBAAAAAJGNZAsAAAAAiGzqUBcwisbGxg8++ODLL7/s6upKTk4uLi6+4YYbkpKSBjXzer2bN2/esmVLY2Ojx+PJzMxctmzZypUrVSpVSMoGAAAAAEyYsE62u3fv/vWvf+1wOKRvm5qampqadu7c+dhjjxUWFvqaud3u9evX79+/33ekurq6urp6z549Dz/8sFarnei6AQAAAAATKHxXI9fV1UmxdsGCBY8//vg777zz5JNPTps2zWazPf300zabzddy48aNUqy94YYbXnzxxT/84Q8333yzEKK0tPSNN94I2Q8AAAAAAJgQ4ZtsX3/9dYfDcdZZZz3wwANz5syJiYmZNWvWQw89FB0d3dra6puh7e/v/8tf/iKEuO66666//vqMjIy0tLRrrrlmzZo1QoiPP/64q6srlD8GAAAAAGCchWmyNZlMBw4cEEKsWbNm4HJio9G4fPnynJyc+vp66cjBgwdtNptSqVy9evXAHq688kqtVut0Ovft2zeRlQMAAAAAJliYJlsp1qalpRUUFAx66nvf+97zzz9/4403St+Wl5cLIWbNmhUbGzuwWVRUVElJiRCirKxsIioGAAAAAIRImCbbxsZGIcTMmTMVCsXILTs6OoQQubm5Q5/KyckRQnR2do5DgQAAAACAcBGmeyNLcTQhIaGjo+Pdd989cOBAd3d3WlpaXl7eNddcMzDHSi0HTdhKpIOnS7abNm3atGnT0OOrVq26/PLLg/JTBJdSeerPEGq1Oi4uLrTFIBIpFAqtVsuLB4EwGAyhLgGRR6VSKRQKfvnAD2r1qU+q0dHROp0utMUg4kgzZDExMdHR0aGuBRMhTJOtNBPb1dV1zz33WCwW6WB9fX19ff3nn39+8803f/Ob3xzYcthkK30CO12ybWpqGvYS3AULFmg0mmD8EONFoVCEeYUIW0ql0vcnEsAP/PKB33jxIBAqlUqlUoW6CkQk399HMOmF6f/TUl7dunVrXFzcXXfdNX/+fIPB0NDQ8M477xw4cODVV1+dMWPGrFmzxtKVy+Ua52IBAAAAAKEUpslW+uOKWq3+xS9+kZeXJx0sKChYt27d/fffX1ZWtmHDhieffFIIkZCQ0NLS4pvXHai3t1cIkZiYOOwQl156qa/ngbKysqQTw41Go4mKihJCuFwuq9Ua6nIQefR6vcvlGngvaGCMfOtiLBaL1+sNbTGIOFFRUWq1eth3amBk0dHR0mdCm83mdDpDXQ4ijEqliomJsVqtTHRFqGGX5Y4gTJNtYmJiU1PT3LlzB4VPhUKxYsWKsrKy6upqj8ejVCoTEhLEP0LsICMn27y8vGGTbV9fX9jmRinZer1eu90e6loQefR6vdvt5sUDuQbu5Ge320m2kEuj0ajVan75wA++a2tdLhcvIcglXQThdDodDkeoa4E/5CbbML3izmg0CiFSUlKGPiUdtNlsfX19Qggp2TY1NQ1tKR08XbIFAAAAAEwOYZpsMzMzhRANDQ1Dnzp58qQQIjExUQrxhYWFQogjR44Mmmh1Op1ffvmlrwEAAAAAYLIK02R73nnnCSFKS0tLS0sHHnc6nR988IEQYubMmdKRhQsXRkVFuVyurVu3Dmz5+eef22w2tVp9zjnnTFTVAAAAAIAQCNNkm52dvWTJEiHE448/vmnTpvb2dpvN9vXXX//85z+vq6uLjo6+5ZZbpJZ6vV66A9Arr7yyY8cOh8PhcDh27979u9/9TgixatUqabkyAAAAAGCyCtMdpIQQd999d3Nzc1VV1UsvvfTSSy/5jhsMhh/96EcDL8H99re/XVVVdeDAgaefflqr1QohpMvE58yZs2bNmomvHAAAAAAwkcI32cbExPzyl7/86KOPduzYIe0FlZOTU1RU9K1vfWvQNlkqlWrt2rWbN2/+9NNPGxsbhRD5+fnLli1buXIlN/UGAAAAgElPwf0bBgnbu/7odDop0judzu7u7lCXg8hjNBrtdju3lIRcCoVC2q9eCGE2m3nXgFx6vV6n05nN5lAXgshjMBik5XgWi4X7sUMujUYTFxfX09PDXX8iVFJSkqz2YXqdLQAAAAAAY0SyBQAAAABENpItAAAAACCykWwBAAAAAJGNZAsAAAAAiGwkWwAAAABAZCPZAgAAAAAiG8kWAAAAABDZSLYAAAAAgMimDlZHLS0t27dvP3LkiN1uH7Xx008/HaxxAQAAAABnuOAk2z//+c+33XZbd3f3GNuTbAEAAAAAwRKEZFtVVXX99de7XK7AuwIAAAAAQK4gJNvHH39cirVFRUW/+MUv5s2bFx0dHXi3AAAAAACMRRCS7cGDB4UQqampe/fuNRgMgXcIAAAAAMDYBWFv5OrqaiHE7bffTqwFAAAAAEy8ICRbnU4nhJg2bVrgXQEAAAAAIFcQku2MGTOEEBUVFYF3BQAAAACAXEFItt/5zneEEB9//LHD4Qi8NwAAAAAAZAlCsr377rvnzZt39OjRH/3oR16vN/AOAQAAAAAYuyAkW61W+9FHH82dO/f3v//9okWLPvzwQ5PJRMQFAAAAAEwM2Xf9ycrKGva4zWYTQhw8eHD16tVCCL1eHxcXd7pOGhsb5Y4LAAAAAMCwZCfbpqamsTSzWCwWi0V+PQAAAAAAyCM72Z5//vnjUQcAAAAAAP6RnWx37tw5HnUAAAAAAOCfIOwgBQAAAABACMmesx2qtrZWCJGRkaHVakdu2d3d3dnZqdVqMzIyAh8XAAAAAAARlDnbadOmTZs27dixY6O23Lhx47Rp05YtWxb4oAAAAAAASCZ0NbJ0Z6Dm5uaJHBQAAAAAMLn5sxr5tddeG3rwww8//Oqrr0Y4y2Qy/fGPf/RjOAAAAAAARuBPsr311luHHnz44YfHeHpJSYkfgwIAAAAAMKyJ3hs5Li7uySefnOBBAQAAAACTmD9zth9//PHAb1esWCGEeP755/Pz80c+MTo6uqSkJD4+3o9BAQAAAAAYlj/J9oorrhh68Pzzz587d27A9QAAAAAAIE8Q7md77733CiGSk5MD7woAAAAAALmCkGyfeeaZwDsBAAAAAMA/gSbbpqamsrIyIURxcXFmZmYwSgIAAAAAQIZA90beuHHjZZdddtlll73yyitBKQgAAAAAAFkCTbapqanSg8rKyoCLAQAAAABAtkCT7YoVKxITE4UQu3fvdrvdwSgJAAAAAAAZAk22CQkJGzZs0Gq1NTU1Tz/9dFBqAgAAAABg7AJNtkKIFStWfPrppzk5Offff//y5cu3bdvW1dXl9XoD7xkAAAAAgFEF4a4/119/vRBi5syZ9fX1n3zyySeffCKEiI6OTkhIUCgUw57S2NgY+LgAAAAAAIigJNt333136EGr1Wq1WgPvHAAAAACAkQUh2Z5//vmBdwIAAAAAgH+CkGx37twZeCcAAAAAAPgnCDtIAQAAAAAQQiRbAAAAAEBk82c1sm/5cVFRUVJSUlDrAQAAAABAHn+S7ZIlS6QH77333rXXXpuVlSW3B+76AwAAAAAIliDsINXU1BR4JwAAAAAA+Ie7/gAAAAAAIps/yba5uVl6EB8fL7jrDwAAAAAgpPxJtmlpaUGvAwAAAAAA/3DXHwAAAABAZBuvZFtWVnbbbbctXLgwLS2tqKjo+uuv/+CDD7xe7zgNBwAAAAA4Y/m5g5TT6XzzzTc/++yzQ4cOKRSK2bNn33XXXRdeeKH07FtvvfXd737Xl2NbW1srKirefffdiy+++L333jMajcGpHQAAAAAA/5JtW1vbqlWr9u/f7zty9OjRd955Z+3atY8++ui+fftuueWWYadnt23btnr16m3btmk0Gv9LBgAAAABgAH9WI99zzz0DY63P448//u67765du9blcmm12nXr1h08eNBkMu3evfuOO+6Q2uzateutt94KqGQAAAAAAAaQPWe7c+fOjRs3CiGUSuV99923evXqlJSUsrKyxx57bM+ePT/4wQ96enqEEBs3bly9erV0SnJy8jnnnJObm7t27VohxOuvv37LLbcE84cAAAAAAJzBZM/ZvvLKK9KD559/fv369Wefffa0adNWrly5Y8eOefPmSbF27ty53/jGNwad+NOf/jQ5OVkIcejQoYDLBgAAAADgFNnJtqKiQgiRnJx82223DTyu0Wh+9rOfSY+nTp2qUCgGnajVaufMmSOEsFgsfhYLAAAAAMAQfibb4uJirVY76Kn58+dLDwwGw7Dn5uTkCCE87teUPwAAIABJREFUHo/cQQEAAAAAOB3Zybajo0MIkZ6ePvSp7Oxs6cHQCdtTgynH6/a5AAAAAIAzlp9RMyoqaujB6OjowIoBAAAAAEA2JlEBAAAAAJGNZAsAAAAAiGwkWwAAAABAZCPZAgAAAAAim9q/07766qtHHnlE7rOHDh3ybzgAAAAAAE7Hz2R7+PDhw4cP+/csAAAAAABBxGpkAAAAAEBkkz1n+9hjj41HHQAAAAAA+Ed2sl27du141AEAAAAAgH9YjQwAAAAAiGwkWwAAAABAZCPZAgAAAAAiG8kWAAAAABDZSLYAAAAAgMhGsgUAAAAARDaSLQAAAAAgspFsAQAAAACRjWQLAAAAAIhsCq/XG+oawovdblcqwzHwK5VKlUolhPB6vS6XK9TlIPJoNBqPx+N2u0NdCCKPRqORHjidztBWgkikUqmUSiUvHvhBrVYrFAohhNvt9ng8oS4HEUahUKjVapfLRd6JUL6PH2OkDnzI2tpaIURGRoZWqx25ZXd3d2dnp1arzcjICHzccaJQKMIz2Uq/2SXhWSHCX9i+vBEpeP3AD9L7Fy8eBIL3L/jB98uHZHuGCMKcrfSi+fLLL+fOnTtyy5dffvn73/9+YWFheXl5gIOOn76+PqvVGuoqhqHT6WJjY4UQTqezu7s71OUg8hiNRrvdbrFYQl0IIoxCoTAajdJjs9nM5wPIpdfrdTqd2WwOdSGIPAaDQZo4sVgsNpst1OUgwmg0mri4uJ6eHofDEepa4I+kpCRZ7Sf0r1/Sr6Tm5uaJHBQAAAAAMLn5sxr5tddeG3rwww8//Oqrr0Y4y2Qy/fGPf/RjOAAAAAAARuBPsr311luHHnz44YfHeHpJSYkfgwIAAAAAMKyJvhY/Li7uySefnOBBAQAAAACTmD9zth9//PHAb1esWCGEeP755/Pz80c+MTo6uqSkJD4+3o9BAQAAAAAYlj/J9oorrhh68Pzzzx91b2QAAAAAAIIuCPezvffee4UQycnJgXcFAAAAAIBcQUi2zzzzzBhbdnV1WSwWg8FgMBgCHxcAAAAAADHBO0g98cQT2dnZDz300EQOCgAAAACY3IIwZzuQ2Wx2Op3DPtXU1PThhx8KIaqqqoI7KAAAAADgTBacZGu323/yk5+8//77/5+9O4+TqjzzBf5Wb9U23Y1IiwgCARLBwT2AAqNGiBugqHFh9EaGZFwSoyZGJ4YkYmZcZm6i5jo6lxA1xsmNhIwLxsgHBcSAS0AUIYoii4RGCbFRmgZ6r/vHmfQw0CLddaD64Pf7V/HWW+d5OlZO9a/fU+etrKz8xMm9evWKpSgAAACEWJJtJpM566yznnvuuT2Z3K1btxtvvDH7ogAAABCJIdk+88wzUawtKysbO3ZseXn5jBkzNmzY0L9//7Fjx2YymRUrVjz//PPbt28fOHDgvHnzDjnkkOyLAgAAQCSGZPuzn/0shJCXlzdv3rzjjz8+hHDxxRePHDly+/btd911V15eXghh7dq1o0aNeuutt/7zP//z6quvzr4oAAAARGK4N/KKFStCCKeffnoUa0MII0aMKCkpee+999auXRuN9OnTZ8aMGSGE73znOxs2bMi+KAAAAERiSLbr168PIRx55JEtI0VFRSeeeGII4e23324ZHDRo0OjRo7du3frTn/40+6IAAAAQiSHZbtu2LYTQqVOnHQc/+9nPhv+ZbEMIw4YNCyE89dRT2RcFAACASAzJtmfPniGEP//5zzsO9uvXL4SwbNmyHQf79OkTQli1alX2RQEAACASQ7I97LDDQgizZs1qampqGezfv38IYeHChTvO3Lx5cwihoaEh+6IAAAAQiSHZnn322SGENWvWXHvttbW1tdFgdDepZcuWvfLKKy0z58yZE/56oTIAAADEIoZke/nll5eXl4cQ/v3f/71r164vvvhiCKFfv36HH354COGiiy763e9+t2TJkh/84AdPPPFECGHw4MHZFwUAAIBIDMm2vLz85z//eWFhYQhh27Zt1dXV0fhNN90UQlizZs3YsWOPO+64W2+9NYRQWFj43e9+N/uiAAAAEIkh2YYQzj///Ndff33SpElf+MIX0ul0NDhhwoQrrrhix2mdOnV66KGHoptLAQAAQCxSmUxm7x09k8nMmzfvqaeeqq6uPuqoo8aMGRPdWaoj27p16/bt23PdRSvS6XRZWVkIoaGhIboXF7RJ165d6+rqampqct0ICZNKpbp27Ro9rqqq2qufGuyXSktL0+l0VVVVrhshecrLy4uKikIINTU1LTdzgT1UWFjYuXPn6urq+vr6XPdCe1RUVLRpfsFe6iOSSqVOPfXUU089da9WAQAA4NMsnquRAQAAIFckWwAAAJJNsgUAACDZJFsAAACSTbIFAAAg2SRbAAAAkk2yBQAAINkkWwAAAJJNsgUAACDZYki2lZWV2R8EAAAA2ieGZNu7d+9Ro0Y99NBD1dXV2R8NAAAA2iSGZJvJZObOnTtx4sTu3btfcsklM2fObGxszP6wAAAAsCdiSLbDhw+PHmzfvv2RRx4ZPXp0z549v/Wtby1evDiTyWR/fAAAANiNGJLtCy+8sHr16ttvv/3II4+MRjZu3PiTn/xk8ODBgwYNuuOOO/70pz9lXwUAAABaFc+9kfv27fvd73532bJlS5cuvemmm/r06RONL1++fNKkSX369Dn11FMffPDBzZs3x1IOAAAAWsS8689RRx11xx13rF69esGCBVdfffXBBx8cjc+bN++rX/1q9+7dL7744qeeeqqhoSHeugAAAHxq7ZX9bPPy8kaMGHHvvfeuX79+5syZX/7yl0tLS0MItbW106dPP/vss3v27HnttdcuWrTIF3EBAADI0l5Jti0KCwvPOOOMa6655itf+Up+fn7L+F/+8pd/+7d/Gzp06FFHHfXrX/+6ubl5r7YBAADAfqxgLx23qanpxRdffPTRRx977LF169bt+FSvXr3y8vLWrl0bQnjjjTfGjx//2GOP/cd//EdRUdFeagYAAID9WMzJtqGh4fnnn3/00Ucff/zxP//5zzs+1atXrwsuuODCCy884YQTQgjPPffcz372s1//+tchhOnTp3/+85//x3/8x3ibAQAA4NMgFcs3Xevq6mbPnv3oo4/OmDFj06ZNOz7Vq1evCy+8MAq0qVRqpxe++OKLo0aNqq2tPfzww99+++3sO8ne1q1bt2/fnusuWpFOp8vKykIIDQ0N7jJNO3Tt2rWurq6mpibXjZAwqVSqa9eu0eOqqir3R6CtSktL0+l0VVVVrhshecrLy6Nr+mpqampra3PdDglTWFjYuXPn6urq+vr6XPdCe1RUVLRpfgxrtpdeeulvf/vbLVu27DjYu3fvlhXaXQNti+HDh5988snPPPPM+vXrs+8EAACAT6EYku2vfvWrlse9e/eOVmiHDh26m0C7o8LCwhDCMccck30nAAAAfArF8z3bPn36RCu0ex5oW0yaNOkb3/hGz549Y+kEAACAT5sYku0f/vCHIUOGtDXQthg+fHj2PQAAAPCpFcN+tjut0+60OW0mk/nTn/6UfRUAAABoVQzJNtLQ0HDPPfeMGTNm4MCBO443NTX16dPnc5/73KRJk9zUDgAAgNjFk2zXrVt3yimnXHfddU8//XR1dfWuE1auXHnHHXcMGzZs9erVsVQEAACASAzJtrm5+bzzznvppZdCCPn5+SeccML/KJCXd/nllx9yyCEhhCVLlkyYMMFeiAAAAMQohmT7yCOPLF68OIQwbNiwNWvWzJgx438UyMubOnXqqlWr/u7v/i6EsGDBgunTp2dfFAAAACLxJNsQQnl5+YwZM3r16tXqnE6dOj344IOHHXZYCOHRRx/NvigAAABEYki277zzTghh3LhxBx988G6mFRcXjx07NoSwfPny7IsCAABAJIZku3bt2hBCnz59PnFm9+7dQwgrV67MvigAAABEYki25eXl4a8rt7v31ltvhRDKysqyLwoAAACRGJLtoEGDQggLFizYtm3bbqZt3759wYIFIYQBAwZkXxQAAAAiMSTbCy+8MISwfv36iRMnftyOPplM5utf/3plZWUI4dxzz82+KAAAAERiSLZf+cpX+vfvH0KYPn36kCFDHn300bq6upZnGxoaZs+effLJJz/00EMhhO7du1955ZXZFwUAAIBIQfaHKC4ufuKJJ0455ZRNmzYtXrz4ggsuCCF07969R48eVVVV69ata25ujmam0+np06eXlpZmXxQAAAAiMazZhhCOPPLIhQsX/u3f/m3LyIYNG1599dW1a9e2xNrDDz98/vz5J510UiwVAQAAIBLDmm2kf//+v//97xcsWPDII4+88MILa9eu3bx5c0lJySGHHDJs2LDzzjvv3HPPLSiIrRwAAABE4oyaqVTqpJNOalmVzWQyqVQqxuMDAADAruK5GrlVYi0AAAD7wF5MtgAAALAPxHY18nvvvTdnzpzXX3+9trb2Eyd/+9vf7tu3b1ylAQAA+DSLJ9k+/vjjEydO3Lx58x7Ov/baa2OpCwAAADEk29WrV1988cUNDQ17/pJDDz00+7oAAAAQYkm2t956a0NDQ15e3vXXX3/RRRf16dMnL+8Tvr5bWlqafV0AAAAIsSTbRYsWhRBuv/3273znO9kfDQAAANokhnsjr1q1KpVKXXPNNdkfCgAAANoqhjXbkpKS8vLykpKS7A8FAAAAbRXDmu2AAQP+/Oc/V1VVZX8oAAAAaKsYku3EiRNDCI899lj2hwIAAIC2iiHZ/v3f//0Xv/jFa6+9duHChdkfDQAAANokhmRbUFDwm9/85rTTThs+fPjll1/+6quv1tTUZH9YAAAA2BMx3EFq7NixIYRMJlNQUHD//ffff//9IYSKiop0Ov1xL6msrMy+LgAAAIRYku3vfve7XQc/+OCD7I8MAAAAnyiGZDtixIjsDwIAAADtE0OyXbBgQfYHAQAAgPaJIdnuMzNnzvy///f/nnbaaddcc81OT2UymVmzZs2ePbuysrK5ublnz54jR44cPXp0fn5+TloFAABgn9mnyfajjz6qqakpLy8vLy9v62srKysfeOCBVp9qamq6/fbbFy1a1DKyatWqVatWvfzyy5MnTy4qKmp/xwAAAHR4Mez6s+duu+22Xr163XzzzW19YWNj45133llfX9/qs9OnT49i7SWXXDJlypSpU6dOmDAhhLBs2bKHH344y54BAADo4GJes62qqmpoaGj1qfXr1z/55JMhhJUrV7b1sL/85S9XrVrV6lPbtm17/PHHQwgXXXTR+PHjo8EvfelLmUzm4Ycfnjlz5gUXXHDggQe2tSIAAABJEU+yrauru+GGG5544ok92ai2V69ebTr4smXLHn/88YqKis985jOvvPLKTs8uXry4trY2Ly9v3LhxO46PHTt22rRp9fX1CxcuPP3009tUEQAAgASJ4WrkTCZz1lln3XvvvXsSa7t163bjjTfu+cFramruvvvuEML1119fWlq664S33norhDBo0KCysrIdx4uLi4855pgQwvLly/e8HAAAAIkTw5rtM88889xzz4UQysrKxo4dW15ePmPGjA0bNvTv33/s2LGZTGbFihXPP//89u3bBw4cOG/evEMOOWQPj5zJZO67774PPvjgS1/60pFHHvnMM8/sOmfTpk0hhD59+uz6VO/evRctWvThhx+2evC//OUvH3zwwa7jZWVlrUbonGu5z3MqlSooSNJNrek48vLyvHloq1Qq1fK4oKAgk8nksBmSKC8vL4Tg5EM7tJx/fH7RDtEvz/n5+d48nxIx/Gf+2c9+FkLIy8ubN2/e8ccfH0K4+OKLR44cuX379rvuuiv6PFu7du2oUaPeeuut//zP/7z66qv38MjPPffcCy+80K9fv0svvfTj5kTBdacF20g0+HHJ9vHHH586dequ41/72te++tWv7mGHOVFQUOCbw7RPUVGRu4WTjc6dO+e6BZLKJxfZKCkpKSkpyXUXJFKnTp1y3QL7SAxXI69YsSKEcPrpp0exNoQwYsSIkpKS9957b+3atdFInz59ZsyYEUL4zne+s2HDhj057IYNG6ZMmVJUVPTtb397N39oidZsW0220d5CH5dsAQAA2D/EsGa7fv36EMKRRx7ZMlJUVHTiiSfOnTv37bff7tu3bzQ4aNCg0aNHP/300z/96U8nT568+2M2NTXdeeedtbW1V155ZVvvOLWTxsbGVsfT6XSr2+oWFRV12GvtWq7J6bAd0pGlUinvHNrHyYcsOf/QPk4+ZMnJJ9F2/D7Unogh2W7bti3sstD/2c9+Nkq2Z555ZsvgsGHDnn766aeeeuoTk+306dPffvvt448/fvTo0buf2aVLlw0bNtTU1Oz61JYtW0IIBx10UKsvnDBhQrTt7U62bt1aVVW1+6I5kU6no6XphoaGzZs357odkqdr1651dXWt/p8FdiOVSnXt2jV6vGnTJr8i0FalpaXpdLpjfrbSwZWXl0dfotm6dWttbW2u2yFhCgsLO3fuvGXLlvr6+lz3QntUVFS0aX4MVyP37NkzhPDnP/95x8F+/fqFEJYtW7bjYHSfp4/bmbbF2rVrp02bVlZW9o1vfKO5ubnpr5qbm0MImUwm+mf021WXLl3CX0PsTnafbAEAANg/xLBme9hhh61atWrWrFlNTU0t9+/t379/CGHhwoU7zoxWGhsaGnZ/wI0bN2YymS1btnzlK1/Z9dnZs2fPnj07hPCDH/xgyJAhUbKNrojeSTQo2QIAAOzfYlizPfvss0MIa9asufbaa1suFInuJrVs2bJXXnmlZeacOXNCCJ/97GezL9piwIABIYSlS5du3759x/GGhobXXnutZQIAAAD7qxjWbC+//PJ/+qd/qq6u/vd///eHHnro2WefHT58eL9+/Q4//PAVK1ZcdNFF//Zv/9azZ89HH330iSeeCCEMHjx49wccMmTIk08+uev4XXfdNW/evNNOO+2aa65pGRw8eHBxcXFtbe2cOXPGjh3bMj5//vza2tqCgoITTzwx+58RAACADiuGNdvy8vKf//znhYWFIYRt27ZVV1dH4zfddFMIYc2aNWPHjj3uuONuvfXWEEJhYeF3v/vd7Iu2KC0tPffcc0MIDzzwwO9///v6+vr6+vqXXnrpvvvuCyGMGTMmulwZAACA/VUMa7YhhPPPP//111//5S9/+eKLL6bT6WhwwoQJL7/88tSpU1umderUaerUqdHNpWJ08cUXr1y58pVXXvnxj38c3UAvugHa0Ucffdlll8VbCwAAgI4mnmQbQjjiiCNuu+22HUfy8vKmTJkyfvz4p556qrq6+qijjhozZkx0Z6l45efnf//73581a9azzz5bWVkZQujfv//IkSNHjx7dckcrAAAA9lc2L97Z1q1bd7oZVQdhP1uyZD9b2mfH/Wyrqqp8atBW9rOl3Vr2s62pqbGfLW0V7WdbXV1tP9uEaut+tjGs2b777rshhB49ekSnnt3YvHnzhx9+WFRU1KNHj+zrAgAAQIjlDlJ9+/bt27fvm2+++Ykzp0+f3rdv35EjR2ZfFAAAACIxJNs9F11G8v777+/LogAAAOzf2nM18kMPPbTr4JNPPrlkyZLdvGrjxo33339/O8oBAADAbrQn2U6cOHHXwcmTJ+/hy4855ph2FAUAAIBW7dOrkUMInTt3vuOOO/ZxUQAAAPZj7VmznTlz5o7/POuss0II99577yfuVXvAAQccc8wxBx54YDuKAgAAQKvak2zPPPPMXQdHjBhx7LHHZt0PAAAAtE0M+9led911IYSDDz44+0MBAABAW8WQbH/yk5/s+M/m5ua8vP/++m4mk1m3bl3v3r2zLwQAAAC7iu0OUg0NDffcc8+YMWMGDhy443hTU1OfPn0+97nPTZo0KdrPFgAAAGIUT7Jdt27dKaecct111z399NPV1dW7Tli5cuUdd9wxbNiw1atXx1IRAAAAIjEk2+bm5vPOO++ll14KIeTn559wwgn/o0Be3uWXX37IIYeEEJYsWTJhwoRMJpN9UQAAAIjEkGwfeeSRxYsXhxCGDRu2Zs2aGTNm/I8CeXlTp05dtWrV3/3d34UQFixYMH369OyLAgAAQCSeZBtCKC8vnzFjRq9evVqd06lTpwcffPCwww4LITz66KPZFwUAAIBIDMn2nXfeCSGMGzdu9xv/FBcXjx07NoSwfPny7IsCAABAJIZku3bt2hBCnz59PnFm9+7dQwgrV67MvigAAABEYki25eXl4a8rt7v31ltvhRDKysqyLwoAAACRGJLtoEGDQggLFizYtm3bbqZt3759wYIFIYQBAwZkXxQAAAAiMSTbCy+8MISwfv36iRMnftyOPplM5utf/3plZWUI4dxzz82+KAAAAERiSLZf+cpX+vfvH0KYPn36kCFDHn300bq6upZnGxoaZs+effLJJz/00EMhhO7du1955ZXZFwUAAIBIQfaHKC4ufuKJJ0455ZRNmzYtXrz4ggsuCCF07969R48eVVVV69ata25ujmam0+np06eXlpZmXxQAAAAiMazZhhCOPPLIhQsX/u3f/m3LyIYNG1599dW1a9e2xNrDDz98/vz5J510UiwVAQAAIBLDmm2kf//+v//97xcsWPDII4+88MILa9eu3bx5c0lJySGHHDJs2LDzzjvv3HPPLSiIrRwAAABE4oyaqVTqpJNOalmVzWQyqVQqxuMDAADAruK5GrlVYi0AAAD7QPyXB2/atGnJkiWbN2/esmXL6NGjKyoqmpub8/L2YoQGAADg0yzOwPnMM88MHTq0oqJi1KhR559//oQJE6INbB944IExY8Y8+eSTH7fbLQAAALRbPMk2k8l87WtfO+OMMxYtWrRrfG1qanr66afHjRv3zW9+s+VWyQAAABCLeJLtLbfcMmXKlOjxF7/4xe9973s7PtuzZ8/CwsIQwj333PPtb387looAAAAQiSHZrlmz5tZbbw0hdOvWbc6cOc8++2z0zxZnn33222+/PWjQoBDCvffeu2bNmuyLAgAAQCSGZHvPPfdE1xg/+OCDI0eObHVO3759Z86cWVhY2NjYePfdd2dfFAAAACIxJNv58+eHEE444YQxY8bsZlqvXr3OOeecEMKSJUuyLwoAAACRGJLt6tWrQwhDhgz5xJkDBw4MIaxYsSL7ogAAABCJIdnW1taGENLp9CfOrK+vDyFs3rw5+6IAAAAQiSHZHnrooSGEP/7xj58484033gghdO/ePfuiAAAAEIkh2Z5yyikhhDlz5uw+3C5fvnz27NkhhBEjRmRfFAAAACIxJNuJEyeGEBobG7/85S+vW7eu1Tnr16+fMGFCdDXypZdemn1RAAAAiBRkf4iTTjpp/Pjx06ZNW7JkydFHH33ttde27P1TWVn5/vvv/+EPf7jrrru2bNkSQjj99NPPPPPM7IsCAABAJJXJZLI/yrZt284+++y5c+fuftqxxx47d+7cLl26ZF9x79m6dev27dtz3UUr0ul0WVlZCKGhocFduGiHrl271tXV1dTU5LoREiaVSnXt2jV6XFVVFcunBp8qpaWl6XS6qqoq142QPOXl5UVFRSGEmpqa6JalsOcKCws7d+5cXV0dXTdK4lRUVLRpfgxXI4cQSkpKZs2addtttx100EGtTujUqdONN9744osvdvBYCwAAQOLEcDXyfx2ooGDSpEnXXXfdM888s2DBgnXr1lVXV5eVlR166KHDhw8/88wzDzzwwLhqAQAAQIvYkm2kU6dO55133nnnnRfvYQEAAODjxHM1MgAAAORKzGu29fX1c+fOXbhw4cqVK6urq4uLiw877LATTzzxjDPOiO5+BAAAAPGKLdnW1dX96Ec/uueee/7yl7/s+mxZWdnXv/71m2++uaSkJK6KAAAAEOK6GvmDDz4YNmzYD37wg1ZjbQhhy5Yt//qv/zpkyJCNGzfGUhEAAAAiMSTb5ubmcePGvfbaayGEsrKyf/zHf3ziiSdef/319evXv/jii7/4xS9OO+20aOabb745bty45ubm7IsCAABAJIarkf/f//t/L774YgjhwgsvnDJlyo5b2vbo0WPYsGGXXXbZ888/f84551RXV7/88su/+tWv/tf/+l/Z1wUAAIAQy5rtL3/5yxDC0KFDH3744R1j7Y5OOeWUX/3qV6lUqmU+AAAAxCKGZLtkyZIQwvXXX19cXLybaWPGjDn22GNDCK+//nr2RQEAACASQ7L98MMPQwgnnHDCJ84cNmxYCKGqqir7ogAAABCJIdl27949hLBt27ZPnFlbWxtCqKioyL4oAAAARGJItiNGjAghPP/887uflslkohtNDR8+PPuiAAAAEIkh2V577bWpVOrmm29euXLlbqb95Cc/eeutt0IIV111VfZFAQAAIBJDsh02bNgtt9zywQcfnHbaadOnT29qatppwkcfffTDH/7whhtuCCF8/etf/+IXv5h9UQAAAIjEsJ/tkiVLzj777Pfee++nP/3pxRdf3K9fvxNPPPEzn/lMRUXF+vXr16xZM2fOnM2bN4cQDjvssEGDBk2ZMmXXg1jIBQAAoH1SmUwm20OkUtn3kX0bcdm6dev27dtz3UUr0ul0WVlZCKGhoSH6SwG0SdeuXevq6mpqanLdCAmTSqW6du0aPa6qquo4p2uSorS0NJ1O2xmBdigvLy8qKgoh1NTURDcihT1XWFjYuXPn6urq+vr6XPdCe7T1xsMxXI0MAAAAORTD1cjPPfdc9gcBAACA9okh2X7hC1/I/iAAAADQPjm4GnnXmycDAABAu8WQbP/+7/9+z29o9MYbbwwfPjz7ogAAABCJIdn+4he/OOqoo+bOnbv7aQ0NDbfffvvxxx+/cOHC7IsCAABAJJ6rkdetWzdq1Kjrrrtu27ZtrU5YunTpiSee+L3vfc9NtwEAAIhXDMn25z//+YEHHhjQ/P++AAAgAElEQVRCuOeee3Zdkq2vr//hD3/4+c9//tVXXw0h9OjR44knnsi+KAAAAETi+Z7tm2++ee6554YQ3n777eHDh998883R2uyrr746ZMiQW265pbGxMYRw5ZVXvvnmm+PGjcu+KAAAAETiuRr50EMPfeyxx379618ffPDBTU1N//zP/zxs2LAbbrhh6NChS5cuDSEcfvjhzz///JQpUzp37hxLRQAAAIjEtutPKpW66KKL3nzzzUsuuSSE8Oqrr955551NTU0FBQXf/e53X3/99ZNPPjmuWgAAANAi5v1sO3fufMQRR+Tn57eM9OvX76KLLiouLo63EAAAAETiTLbRt2p/8IMfNDU1FRcXjxo1KoSwYsWKaLCuri7GWgAAABCJJ9nW1tZOmjRp6NChr7/+eghh2LBhS5YsmT179iOPPNKlS5fGxsZbb731uOOOe/nll2MpBwAAAC1iSLYvvPDCsccee8cddzQ1NaXT6f/9v//3/PnzBwwYEEIYP378H//4x7POOiuEsHz58uHDh19//fVbt27NvigAAABEYki2J5100ttvvx1CGDp06GuvvXbjjTfu+D3bHj16/O53v5s6dWppaWkmk7n77ruPPvro7IsCAABAJIZkm8lkioqK7rjjjhdeeOGII47YdUIqlbr88suXLl0a3R559erV2RcFAACASAzJdvDgwa+++upNN91UUFCwm2l9+/Z97rnn7rzzznQ6nX1RAAAAiOwui+6hl156afeZtkVeXt71119/5plnZl8UAAAAIjGs2e5hrG3xN3/zN9kXBQAAgEib12xra2tDCPn5+YWFhW197UMPPbRgwYIQwv3339/W1wIAAECr2rxme8ABBxxwwAGXX355q8/ecMMNN9xww7Rp01p9dsGCBQ888MADDzzQ1qIAAADwcWL4nu2O7rzzzhDChAkTxo8fH++RAQAAoFUxJ9v9QCqV2nE/3o4jL++/F9g7Zod0fHl5ed48tFUqlWp5nJ+fn8lkctgMSRS9hZx8aIeW84/PL9oh+uXZm+fTQ7LdWWFhYUlJSa672J3CwsIuXbrkugsSqaioqKioKNddkGAHHnhgrlsgqXxykY2SkpIO/usZHVZpaWmuW2AfkWx31tjYWFdXl+suWlFQUFBcXBxCaGpq2r59e67bIXk6derUYd/edHAtvxZs3brVmi1tlU6nCwsLa2pqct0IyVNcXBztwVFXV9fQ0JDrdkiY/Pz8Aw44oLa2trGxMde90B5t/auEZLuz5ubm6P7PHU06nY6SbYftkA6uU6dOTU1N3jy0VSqVavloqa2tlWxpq4KCgoKCAicf2qHlOqOGhgZvIdqqsLDwgAMOqK+vr6+vz3UvtEdbk20M+9kCAABADkm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAsrVzP9vHH3/85Zdfbuuz77//fvvKAQAAwMdpZ7Ktrq6urq5u37MAAAAQI1cjAwAAkGxtXrNds2bN3ugDAAAA2qfNyfYzn/nMXmgDAAAA2snVyAAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJFtB7EfctGnTkiVLNm/evGXLltGjR1dUVDQ3N+flidAAAADsFXEGzmeeeWbo0KEVFRWjRo06//zzJ0yYUFlZGUJ44IEHxowZ8+STT2YymRjLAQAAQIgr2WYyma997WtnnHHGokWLdo2vTU1NTz/99Lhx4775zW82NzfHUhEAAAAi8STbW265ZcqUKdHjL37xi9/73vd2fLZnz56FhYUhhHvuuefb3/52LBUBAAAgEkOyXbNmza233hpC6Nat25w5c5599tnony3OPvvst99+e9CgQSGEe++9d82aNdkXBQAAgEgMyfaee+6JrjF+8MEHR44c2eqcvn37zpw5s7CwsLGx8e67786+KAAAAERiSLbz588PIZxwwgljxozZzbRevXqdc845IYQlS5ZkXxQAAAAiMSTb1atXhxCGDBnyiTMHDhwYQlixYkX2RQEAACASQ7Ktra0NIaTT6U+cWV9fH0LYvHlz9kUBAAAgEkOyPfTQQ0MIf/zjHz9x5htvvBFC6N69e/ZFAQAAIBJDsj3llFNCCHPmzNl9uF2+fPns2bNDCCNGjMi+KAAAAERiSLYTJ04MITQ2Nn75y19et25dq3PWr18/YcKE6GrkSy+9NPuiAAAAECnI/hAnnXTS+PHjp02btmTJkqOPPvraa69t2funsrLy/fff/8Mf/nDXXXdt2bIlhHD66aefeeaZ2RcFAACASCqTyWR/lG3btp199tlz587d/bRjjz127ty5Xbp0yb7i3rN169bt27fnuotWpNPpsrKyEEJDQ4O7cNEOXbt2raurq6mpyXUjJEwqleratWv0uKqqKpZPDT5VSktL0+l0VVVVrhshecrLy4uKikIINTU10S1LYc8VFhZ27ty5uro6um6UxKmoqGjT/BiuRg4hlJSUzJo167bbbjvooINandCpU6cbb7zxxRdf7OCxFgAAgMSJ4Wrk/zpQQcGkSZOuu+66Z555ZsGCBevWrauuri4rKzv00EOHDx9+5plnHnjggXHVAgAAgBaxJdtIp06dzjvvvPPOOy/ewwIAAMDHaXOyXbhw4bZt2wYOHNiyLe28efNCCIMHDy4tLY23OQAAAPhEbf6e7ZgxY0499dRnn322ZeTUU0899dRTV65cGWtjAAAAsEfanGy3bdsWQnjttdf2QjMAAADQZm2+Gvnwww9fsmTJz372s8LCwh1vdPzggw/26NFjDw9y0003tbUuAAAAtKrN+9n+9Kc/veqqq7Ks2pG3Q7SfLfsr+9nSPvazJUv2s6Xd7GdLNuxnm3R7fT/bf/iHf7j55pujswwAAADkXJuvRs7Pz//hD3/4/e9/f9WqVdEfz4477rgQwrRp0wYMGBB/gwAAALBb7dzPtrCwcODAgTuODBgw4Nhjj42jJQAAAGiDdibbHd19990hhJ49e2Z/KAAAAGirGJLtN7/5zewPAgAAAO3TnmS7YMGC6MHAgQPbescqAAAAiFd7ku1JJ50UPfjNb35zwQUXHHbYYW09QmVlZTvqAgAAwK5iuBp5/fr12R8EAAAA2ieGZDtixIjsDwIAAADt055k+/7770cPDjzwwLDD124BAABg32tPsu3evXvsfQAAAED7xHA18p6rra1tbGwMIZSWlu7LugAAAOzH8vZlsW984xtlZWVlZWX7sigAAAD7t32abAEAACB2ki0AAADJJtkCAACQbJItAAAAySbZAgAAkGySLQAAAMkm2QIAAJBski0AAADJJtkCAACQbJItAAAAyVbQ1hfcdNNN7S62cOHCdr8WAAAAWtXmZPuv//qve6MPAAAAaB9XIwMAAJBsbV6z/dGPfrQ3+gAAAID2aXOyveGGG/ZGHwAAANA+rkYGAAAg2SRbAAAAkk2yBQAAINkkWwAAAJJNsgUAACDZJFsAAACSTbIFAAAg2SRbAAAAkk2yBQAAINkKct3A7jQ2Nv72t79dvHjxe++9V1NT07t37/79+1944YUVFRU7zcxkMrNmzZo9e3ZlZWVzc3PPnj1Hjhw5evTo/Pz8nHQOAADAPtNxk+37779/6623rlu3rmVkxYoVK1aseO6556666qqRI0e2jDc1Nd1+++2LFi1qGVm1atWqVatefvnlyZMnFxUV7dO+AQAA2Lc6aLLNZDI/+tGP1q1bV1JSMnHixCFDhhxwwAHvvPPOL37xi3feeefee+/t16/fZz7zmWjy9OnTo1h7ySWXnHzyyXl5eS+88MIvfvGLZcuWPfzww//wD/+Qy58EAACAvayDfs/2jTfeWLlyZQjh+uuvP+OMMw466KADDjjg6KOPvuOOO3r16tXY2PjLX/4ymrlt27bHH388hHDRRReNHz++R48e3bt3/9KXvnTZZZeFEGbOnPnRRx/l8AcBAABgb+ugyTaKtT179hwyZMiO40VFRWPHjg0hvPPOO9HI4sWLa2tr8/Lyxo0bt+PMsWPHFhUVNTQ0LFy4cF91DQAAQA500GT7pz/9KYTQr1+/VCq101PdunULIXz44YeNjY0hhLfeeiuEMGjQoLKysh2nFRcXH3PMMSGE5cuX75ueAQAAyIkO+j3bc84559RTT931Hsjhr8u53bp1KygoCCFs2rQphNCnT59dZ/bu3XvRokUffvjhXm4WAACAXOqgybbl7lA72bBhw5NPPhlCOPXUU6ORKLjutGAbiQY/LtnOnj179uzZu46PGjXq5JNPbk/Te1nLDkb5+fmt/rywe6lUqrCw0JuHbJSWlua6BZKnoKAglUo5+dAO0TJGCKG4uLiwsDC3zZA4eXl5IYQDDjggnU7nuhf2hQ6abFu1bNmyu+++e8uWLYceemjLt2qjNdtWPy/Ly8vDxyfb1atXt5psP/e5z3Xwd39eXl4H75AOKz8/3ybPZMPJh3bz5iEbBQUFLSkX2sTfRD49knGO2LBhw3/8x3/Mnz8/hNCzZ88f/vCHe75uEH0dFwAAgP1VR0+2jY2Nv/nNb37zm980Njbm5+efc845l156aVFRUcuELl26bNiwoaamZtfXbtmyJYRw0EEHtXrkoUOHtvr34yOPPHLr1q0xtR+ngoKCqOGmpqba2tpct0PylJSUNDU11dXV5boRkqdTp07Rg23btmUymdw2Q+Kk0+n8/Pxt27bluhGSp7i4OLrUqK6uzloFbZWfn19cXOzNk1wtv37soQ6dbN9999277rrr3XffTaVSX/jCFy655JLu3bvvNKdLly7hryF2J7tPtscee+yxxx676/jWrVu3b9+ebet7QTqdjpJtc3Nzx+yQDq6kpKSxsdGbh7ZKpVItHy3bt2+XbGmr6HsQTj60Q2FhYZRsGxoa/FmftiosLIySbX19fa57oT32n2T7pz/96Xvf+96WLVsqKipuvPHGI444otVpUbJdv379rk9Fgx+XbAEAANg/dND9bGtraydPnrxly5bBgwf/n//zfz4u1oYQBgwYEEJYunTpTn8MbmhoeO2111omAAAAsL/qoMl23rx5VVVVPXv2vOmmm3a/T8DgwYOLi4sbGxvnzJmz4/j8+fNra2sLCgpOPPHEvdwsAAAAudRBr0aO9uM54ogj1qxZ0+qEvLy8z33ucyGE0tLSc889d9q0aQ888EB5eXmUYxcvXnzfffeFEMaMGRNdrgwAAMD+qiMm20wmU1lZGUKYPXt2q1vOhhBKSkqmTZsWPb744otXrlz5yiuv/PjHP45umxx9Tfzoo4++7LLL9lXXAAAA5EZHTLY1NTVt2hsgPz//+9///qxZs5599tkoEvfv33/kyJGjR4+O7qcHAADAfqwjJtuysrInn3yyTS/Jy8s766yzzjrrrL3UEgAAAB1WB72DFAAAAOwhyRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINskWAACAZEtlMplc99Cx1NbW5rqF1uXn5xcWFoYQmpub6+vrc90OyZNOp5ubmxsaGnLdCMlTXFwcPairq/OpQVsVFhbm5+d32I9XOrKioqK8vLwQQkNDQ1NTU67bIWHy8vKKiorq6+ubm5tz3Qvt0fLrxx6SbHdWX18fBcgOKJVKRQ/8V6MdovePNw/t4ORDNpx8aDcnH7KUSgk7CdZyBthDBXupj+RqaGiorq7OdRetSKfTZWVlIYSGhobNmzfnuh2Sp2vXrnV1dTU1NbluhIRJpVJdu3aNHm/atMmvCLRVaWlpOp2uqqrKdSMkT3l5eVFRUQhh69atlv1pq8LCws6dO2/ZssXVjglVUVHRpvm+ZwsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLJJtgAAACSbZAsAAECySbYAAAAkm2QLAABAskm2AAAAJJtkCwAAQLIV5LqBeGQymVmzZs2ePbuysrK5ublnz54jR44cPXp0fn5+rlsDAABg79ofkm1TU9Ptt9++aNGilpFVq1atWrXq5Zdfnjx5clFRUQ57AwAAYG/bH65Gnj59ehRrL7nkkilTpkydOnXChAkhhGXLlj388MO57g4AAIC9K/HJdtu2bY8//ngI4aKLLho/fnyPHj26d+/+pS996bLLLgshzJw586OPPsp1jwAAAOxFiU+2ixcvrq2tzcvLGzdu3I7jY8eOLSoqamhoWLhwYa56AwAAYB9IfLJ96623QgiDBg0qKyvbcby4uPiYY44JISxfvjw3nQEAALBPJP4OUps2bQoh9OnTZ9enevfuvWjRog8//LDVF1ZXV2/ZsmXX8cLCwsLCwnibjEVe3n//GcI9n2mfVCrlzUNbpVKplsf5+fmZTCaHzZBE0VvIyYd2aDn/5OXleQvRVtEvz948nx6JT7ZRcN1pwTYSDX5csp02bdrUqVN3Hf/a17721a9+NdYeY1ZYWNilS5dcd0EipdPpdDqd6y5IsAMPPDDXLZBUPrnIRklJSUlJSa67IJFKS0tz3QL7SOKvRo7WbFtNtuXl5eHjky0AAAD7h8Qn20/U2NiY6xYAAADYixJ/NXKXLl02bNhQU1Oz61PR12gPOuigVl94xRVXXHHFFbuOb9269YMPPoi3yVik0+loabqhoWHz5s25bofk6dq1a11dXav/Z4HdSKVSXbt2jR5XVVX5ni1tVVpamk6nq6qqct0IyVNeXl5UVBRCqKmpqa2tzXU7JExhYWHnzp2rq6vr6+tz3QvtUVFR0ab5iV+zjb630+q9oHafbAEAANg/7CfJdv369bs+FQ1KtgAAAPu3xCfbAQMGhBCWLl26ffv2HccbGhpee+21lgkAAADsrxKfbAcPHlxcXNzY2Dhnzpwdx+fPn19bW1tQUHDiiSfmqjcAAAD2gcQn29LS0nPPPTeE8MADD/z+97+vr6+vr69/6aWX7rvvvhDCmDFjbKAHAACwf0v8vZFDCBdffPHKlStfeeWVH//4x9EN9KIboB199NGXXXZZrrsDAABg79ofkm1+fv73v//9WbNmPfvss5WVlSGE/v37jxw5cvTo0fn5+bnuDgAAgL1rf0i2IYS8vLyzzjrrrLPOynUjAAAA7GuJ/54tAAAAn3KSLQAAAMkm2QIAAJBski0AAADJJtkCAACQbJItAAAAySbZAgAAkGySLQAAAMkm2QIAAJBski0AAADJJtkCAACQbJItAAAAySbZAgAAkGySLQAAAMkm2QIAAJBski0AAADJJtkCAACQbJItAAAAySbZAgAAkGySLQAAAMkm2QIAAJBski0AAADJJtkCAACQbJItAAAAySbZAgAAkGySLQAAAMlWkOsGOpz8/PzCwsJcd9GKDz/88I9//GMIoVOnTn369Ml1OyRPY2NjCKFjvr3pyJqbm1966aXo8YABAwoKfHDQZk1NTU4+tMOKFSu2bNkSQjj00EO7dOmS63ZImPz8/MbGxry8POefT4lUJpPJdQ/skaeeeuqWW24JIZxwwgn33XdfrtsBPi3q6upGjBgRPZ47d255eXlu+wE+Pb71rW/Nnz8/hDBp0qTzzz8/1+0AHZqrkQEAAEg2yRYAAIBkk2wBAABINskWAACAZJNsAQAASDbJFgAAgGSzLWFiHHzwwUOHDg0hDBgwINe9AJ8iqVQqOvmEEGxmC+xLhx9+eF1dXQihW7duue4F6OjsZwsAAECyuRoZAACAZJNsAQAASDbJFgAAgGSTbAEAAEg2yRYAAIBkk2wBAABINjsT7mvXX399dXX1/fff3+qztbW1jz322BtvvPHuu+82NTV17959xIgR55xzTjqd3nVyZWXljBkzXnvttY8++ujggw8+4ogjLrnkkoqKip2mZTKZWbNmzZ49u7Kysrm5uWfPniNHjhw9enR+fn78Px7QgcV1/qmvr3/qqacWLVoUnVV69ep13HHHjRs3rri4eKeZzj/wqdXY2Pjb3/528eLF7733Xk1NTe/evfv373/hhRdm84vK3pgJ7DfsZ7tPrV279pprrunWrVurv1kuX778xz/+8V/+8pedxnv27Hn77bd36dJlx8GXXnrpzjvvrK+v33GwuLj4n//5nwcMGNAy0tTUdPvtty9atGinYx511FGTJ08uKirK6ucBkiOu88/GjRsnTZq0cePGnWZ26dLltttuO+yww1pGnH/gU+v999+/9dZb161bt9N4cXHxVVddNXLkyJaRPT9R7I2ZwP4k/5Zbbsl1D58WGzdu/Jd/+ZfNmzd36tTpnHPO2enZLVu2TJo0qaqqqm/fvt/61reuuuqqsWPH9urVa/ny5R988MGqVatGjhyZSqWiyWvXrr3lllvq6+s///nPX3311VdcccXnP//51atXf/DBB0uXLj399NMLCv5rNf7Xv/71rFmzQgiXXHLJ1Vdffc455xx00EGvv/76xo0ba2trjz/++H35vwCQK3Gdf5qamiZPnrxu3bpu3bpdc801V1555QUXXPA3f/M3q1at2rhx49KlS0877bSWJRHnH/h0ymQykydPfvfdd0tKSq644oqr/3979x4UVd0GcPzZhUUXhBUwEdYLgnihRDKBdOwCOqClOFZjSU23cTLUiuxCWaZdRKtJxczpOmo2muNoGZapMEODVyRLUfHGpUWLLC62CLjA7vvHb9rZd1Hf7c0VFr6fvw7Pec7Zc/zjcZ89v9/vzJ49ffr02NjYysrK8+fPFxUVJSQk9OzZUyW7XijckQmgM6GzdbuKiopNmzZt2bLls88+q6urE5HLfrNcu3btkSNHevfuvXTp0n79+ul0Or1eHxkZOXLkyF27dlVVVQ0fPjwkJEQlr1ixorKycvjw4a+++mpYWJhOp+vdu3d8fPzOnTvr6urCw8MHDBggIg0NDUuWLGlpaZk2bVpaWpq/v3+PHj2io6N1Ot3hw4fLyspSUlLajh4E0Glc8/pTUVGxfv16EVm8ePHw4cO7d+/erVs3o9F4yy23bNu27a+//oqNje3du7dQf4Au7NixY5s2bRKRzMzMO+64Q6/X63S6kJCQxMTEffv21dXVVVdX33777fJPCoU7MgF0Mqwg5XanTp3KyckpLi6++sDv48ePi8hdd92l1+sd4wMHDrz11ltFZM+ePSqifu8UkYcffthxRE1wcHBKSkr//v1NJpOK/Pjjj01NTVqtdsqUKY7nnDRpko+PT3Nzc2Fh4TW4QwAd1TWvP2VlZSLSo0eP8PBwx8zQ0FA1d04lCPUH6MLOnDkjIkajMS4uzjHu4+MzadIkETl9+rSKuF4o3JEJoJOhs3W70aNHL/9bWlraZXNsNtsvv/wiIkajse1e9QD23Llz6k/V1vbp02fw4MFOmY8//vjKlSsffPBB9eeJEydE5MYbb/T393dM6969+4gRI0SkpKTkX9wZgI7umtefoKAgEamvr3eaZ3vhwoWamhp7glB/gC5M/cIeERFhn0Vlp8Z01NbWtrS0yD8pFO7IBNDJ0Nm6nb+/f8TfbrjhhsvmaDQa9XWw7aIs9uCff/6p/jx79qyIREdHt/0Pw4n6oqm+mDrp37+/iNTW1rp+IwA8zjWvP7GxsUOHDhWRrKys06dP22w2m81WXl7+1ltvWa3WiIiIhIQElUn9Abqs1NTURYsWPfTQQ213qbNXf7QAAA7nSURBVMe5vXv3VguCuF4o3JEJoJPhrT8dxaBBg/7444/c3FynJemrqqr27t0rItXV1TabTaPRqIocGBhYU1OzcePGoqKiCxcu9OnTJyIi4t5773Us5SrT6TdLRQUp7gDkn9QfrVa7cOHCDz74oKCg4LnnnvPx8dFoNJcuXRKR0aNHz5kzR6fTqWOpP0CX5TRbwa6qquqbb74RkcTERBVxvVC4IxNAJ8Mz245i+vTpXl5e5eXlCxcuPHXq1KVLl2pra/Pz8+fNm9fQ0CAiatyO/P1jZF1d3Zw5c7Zv3/7HH39YLBaTyZSfn5+RkfH111/bz6kyL1vcAwIChOIOQET+Sf0RkUuXLtln7VosFtXWiojVarVvC/UHwH8rLi6eN2+e2WwODQ21z4B1vVC4IxNAJ8Mz244iPDw8PT39o48+Onz48OHDh+1xvV4/YcKE77//PigoSA0/ViU7Ly/PYDCkp6ePHDkyICCgsrLyyy+/LCoqWr16dVRU1I033ujKhzp+WwXQZblef2prazMzM6uqqgYOHPjQQw9FRUVptdozZ86sX7/+wIEDpaWlS5YsUfPo/ifqD9BFVFVVrVu3rqCgQESMRuPrr7/eo0cPF491vVC4IxOAZ+GZbQeSnJz8/vvvJyUlDRgwQKfT9ezZMykp6f333+/Tp484rMuipqZ4e3u//vrrEydODAkJ0ev1gwcPnj9//rBhw2w22xdffKEyAwMDRaS+vr7tZ5nNZsdzAujiXKw/69atq6qqCgsLe/vtt+Pi4nr27BkQEDBy5MisrKwBAwb8+eefq1evVpnUHwAtLS0bNmyYNWtWQUGBl5fX1KlTs7OzHX/8cr1QuCMTQCfDM9uOJSwsLCMjwymohs0EBwerP4OCgs6dOxcbGxsREeGYptFoJk6cWFJSUlpaarVatVqtKu6qjjuhuANw8j/rj81mU9NuJ02a5PQ2SB8fnylTpqxYsWL//v2tra1eXl7UH6CLq6ioWLp0aUVFhUajufPOO9PS0tQvZY5cLxTuyATQydDZegC1PL39hRzqK+Zlx/upYFNT08WLF/39/VVxt7+uw5EKUtwBXJ1j/WlpaVHTbsPCwtpmhoaGikhra2t9fb3BYKD+AF2ZyWR65ZVXzGZzr169XnjhhWHDhl02zfVC4Y5MAJ0Mo5E7iq1btz7zzDOrVq1yildVVZ06dUpE4uPjVUR9xaysrGx7kl9//VVEgoKC1MIJQ4YMEZEjR440NjY6pjU3N//000/2BABdnIv1R6fTqUcuqtQ4+e2330TE399frdFC/QG6rKampgULFpjN5lGjRmVnZ1+prZV/UijckQmgk6Gz7Sj69etXXl6em5tbVVVlD1qt1rVr14pIZGRkVFSUCo4ZM0ZEiouLi4uLHc/Q3Ny8detWEYmOjlaRUaNGde/evaWlJS8vzzGzoKCgqanJ29v71ltvdec9AfAMrtcf9Y3w22+/bWpqcjxDc3OzepnHkCFD1FpT1B+gy8rPz6+urjYajS+99NJl1yi2c71QuCMTQCfjtXDhwva+hi6kvLz8wIEDfn5+qampTrt69eq1f//+2traQ4cOhYeHGwyGsrKyNWvW7N69W6PRPPfccyEhISrTYDCcPXvWZDLt27fP19c3KChIq9WePHly6dKlpaWler1+3rx5fn5+IuLj49Pc3Hz06NGff/45LCwsNDS0tbW1sLAwOzvbarVOnjxZNckAuoJrUn8iIyPz8vJqamoOHToUEhISEBBgsVhKSkqWLVtWWlrq4+OTmZlpMBiE+gN0YR9++GF1dXVCQkJwcHD15dTW1qqpVa4XCndkAuhkNPbXEuI6yMvLU6sCfvrpp233mkymzMzMixcvOga9vLzS09OTk5Mdgw0NDa+++uqZM2eczhAQEJCRkTFq1Ch7pLW1ddGiRUVFRSLi4+MjIhaLRURiYmIWLFig0+mu0Z0B6OiuVf05ePDg8uXL267O4uvrO3v27Ntuu80eof4AXZDNZps+fbqak38lvr6+X375pdp2vVC4IxNAZ8Iz2+vqKs9MRMRgMIwfP76xsbGpqamxsTEwMDAhIeHpp5+Oi4tzytTpdElJSf7+/vX19U1NTTqdLjIycuzYsS+++OLAgQMdM7Va7W233RYYGFhXV2c2mzUazYABA+67774nnnhCvT0IQBdxreqP0WhMSUkREa1We+nSJZ1OFxERMWbMmMzMzMGDBztmUn+ALqi+vn7jxo1Xz9HpdPfdd5/adr1QuCMTQGfCM1sAAAAAgGdjBSkAAAAAgGejswUAAAAAeDY6WwAAAACAZ6OzBQAAAAB4NjpbAAAAAIBno7MFAAAAAHg2OlsAAAAAgGejswUAAAAAeDY6WwAAAACAZ6OzBQDgetuxY4fmbx9//LErh9x9990qPzY2tqWlxd1XCACAZ9HYbLb2vgYAALqchx9+eN26dSISGBh48uTJG2644SrJOTk5qampIqLRaPbv3x8fH3+drhIAAA/BM1sAANrBsmXLVDdbW1v74osvXiWzqakpIyNDbc+ePZu2FgCAtuhsAQBoB8HBwStWrFDba9asKSgouFLmu+++W1ZWJiJhYWGLFi26TtcHAIBHYTQyAADtw2azpaambtu2TURuuummQ4cO6XQ6p5xffvll2LBhjY2NIrJ58+Z77rmnHS4UAIAOj2e2AAC0D41Gs2rVKn9/fxE5evRodnZ225y5c+eqtnby5MlTp0693pf43+rq6jZs2LB8+fJz586175UAAOCEzhYAgHbTr1+/JUuWqO2FCxdWVlY67t21a9eWLVtExM/Pb+XKlRqNxnHv7t27Z8yYMWjQIF9f3+Dg4Pj4+Oeff76iouIqH2c2m5cvX56UlBQVFaXX63v16nXzzTdPmzZt165dlx3DNXbsWI1G88ADD4jI9u3bBw0alJaW9uyzz5aUlPy7+wYA4BpjNDIAAO3JarXecccdu3fvFpF77rln8+bNKm6xWGJiYk6ePCkiy5Ytsy8iJSKNjY0zZsxYv35927Nptdr58+cvWLDAqQ0Wka+++uqxxx67cOHCZS9j3Lhx3377bbdu3RyDY8eO3bNnz/333z979uzx48dbLBYV37Vr1/jx4//PGwYAwA3obAEAaGcnTpwYMWKE6hu/++67iRMnisi7776r1kweOXLkgQMHvL29VXJra2tKSkpeXp6IeHt7JyYmxsTENDY2Hjx48ODBgyonPT191apVV/qI8PDwlJSUPn36mM3mo0eP5ubmWq1WEXnqqafsi1opqrOdMGHC8ePHTSZTeHj46NGjhwwZMmPGDKPR6O5/FgAAXEdnCwBA+3vrrbfmz58vIhEREUePHq2pqRk6dGh9fb1Wqy0sLLzlllvsmUuWLHn55ZdFZMSIEZ9//nlMTIx9V05OzowZM86fPy8iO3bsSE5Otu965ZVXsrKyRGTWrFkrVqzw8vKy7yoqKkpMTKyvr+/bt6/TcGjV2artrKysF154wd5gAwDQodDZAgDQ/iwWy6hRo4qLi0Vk/vz5Z86c2bBhg4hkZGQsW7bMntbQ0NC/f//q6mqDwXDkyJH+/fs7nScvL0+NE46LiyssLLTHExMT8/Pz9Xp9TU1N9+7dnY5KS0tTH1ddXR0UFGSP2zvb5OTkHTt2XNtbBgDgGmIFKQAA2p+Pj89nn32m1WpFZPHixarP7Nu37xtvvOGYtnPnzurqahF55pln2ra1IjJu3DjV2RYVFdXU1Njjr7322vbt23Nzc9u2tSJiMBjUhn0mrZOXXnrp/7svAACuDzpbAAA6hLi4OLVMVEtLi4qsXLlSvRPITi00JSKJiYlXOk9CQoKI2Gy2n3/+2R5MTEycMGHCmDFjnJItFkt+fv7WrVuvfm0333yzq7cBAEB7YLYMAAAdxRtvvPHVV1+Vl5eLyNSpU6dMmeKUYDKZ1MZVOlu7yy6DXFZW9tNPP5WWlpaVlZ0+ffrAgQMXL168+nn0er39oS4AAB0TnS0AAB2Fn59fcnLyRx99JCKpqaltE/766y/Xz2Y2m+3bVqt13bp1WVlZp06dckoLDQ3V6/VlZWVXOk9gYGDbdwgBANCh0NkCAOAx7IOTc3Jy+vbte/Vke4LNZps1a5ZqmEUkOjo6ISEhJiZmyJAhgwcPHjhw4Ny5c7Ozs690HtpaAEDHR2cLAIDHCA0NVRteXl6xsbEuHvXDDz+otjY8PHzjxo3x8fFOCbwoAQDg6VhBCgAAjzF69Gi14fhGHyc5OTkffvjhJ598YrVa7RG1sXLlyrZtrYi0HaIMAIBnobMFAMBjTJgwwdfXV0Tee++9X3/9tW1CRUXFvffem56e/vXXX6t3CInD7Fyj0dj2EJPJ9MMPP7jtkgEAuB7obAEA8BiBgYHp6ekiYjabp06deuLECce9lZWVkyZNam5uFpGZM2fa48OHD1cbW7ZscTrh8ePHx40b19jYqP48d+6c+y4eAAD3YZ4tAACe5M0338zNzT18+HBhYeGIESOSk5Ojo6O7detWUlLyzTffWCwWEZkzZ87kyZPth9x9990vv/xyQ0PDm2++eezYsaSkJIPBYDKZ9u3bt23bNhEZOnSoapLT0tKmTJkyb968nj17ttcNAgDwf9CwaAQAAB3Hk08+qVZ7Wr169aOPPnrZnJqamvvvvz83N7ftLm9v71mzZi1dutTLy8sxvn79+kceeaSlpcUp38/Pb/HixdOmTYuJiTl//rwKVlZWqnWVx44du2fPHqPRePbs2X99ZwAAuBHPbAEA8DBBQUE7d+787rvvvvjii7179/7+++8BAQFRUVGxsbFz586NjIxse0haWlpCQkJWVlZRUVFpaam3t3dkZOTkyZNnzpyp1lveu3fvO++8c/bs2UGDBgUEBFz3ewIA4F/hmS0AAAAAwLOxghQAAAAAwLPR2QIAAAAAPBudLQAAAADAs9HZAgAAAAA8G50tAAAAAMCz0dkCAAAAADwbnS0AAAAAwLPR2QIAAAAAPBudLQAAAADAs9HZAgAAAAA8G50tAAAAAMCz0dkCAAAAADwbnS0AAAAAwLPR2QIAAAAAPBudLQAAAADAs9HZAgAAAAA8G50tAAAAAMCz/Qfiw4d8Hv42swAAAABJRU5ErkJggg==" width="100%" /> ] --- layout: false class: inverse, center, middle # How does Portugal compare to other European countries? --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### European Countries ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_point(colour="grey75") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### Add Portugal (blue) ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="grey75") + *geom_point(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Jitter --- .left-code[ ### Jitter overlapping points ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_jitter(colour="grey75") + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> .left-code[ ### Make points smaller ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_jitter(colour="grey75", * width = 0.7, * size = 0.7) + geom_point(data=gmPT, size=0.7, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### 'width` - Amount of jitter ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% *ggplot(aes(fyear, lifeexp)) + *geom_boxplot() + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### `fyear` is a factor variable ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Cleaner x-axis ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + geom_point(data=gmPT, colour="blue") + *scale_x_discrete( * breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- <div class="ggplot2-hex-right-top"></div> .left-code[ ### Modify points ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, * shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false <div class="ggplot2-hex-right-top"></div> ## Shapes & Values <img 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" width="80%" /> --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Final ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) + *ggtitle("Portugal (x) in Europe") + *xlab("Year") + *ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ ### Line for each country ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, * group=country)) + geom_line(colour="grey80") + scale_y_continuous(limits=c(0, 85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, group=country)) + geom_line(colour="grey80") + *geom_line(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(0, 85)) ``` ### Used `geom_line()` twice See "`gghighlight`" package ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Facetting Plots --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Facetting by continent ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + *facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Adding Portugal ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + *geom_point(data=gmPT, * shape = 4, * colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Reduce outlier size ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp, * colour = continent)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) + xlab("Year") + ylab("Life expectancy at Birth") + *theme(legend.position = "none") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 2 - Europe" --- class: inverse, center, middle # How does Portugal perform on health and wealth? --- <div class="gapminder-logo-right-top"></div> ## Health versus Wealth over Time ### We will only use data for 1960, 1980, 2000 and 2010. ### This is essentialy a subset of the famous gapminder plot .pull-right[ <img src="data:image/png;base64,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width="450px" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Colour code by year ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, * colour=fyear)) + geom_point() ``` ### Not easy to interpret ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Facet --- .left-code[ ### Plot years separately ```r *yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *facet_wrap(~fyear) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Log scale x-axis ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *scale_x_log10( *breaks = c(10^3, 10^4, 10^5), *labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Remove Legend ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *theme(legend.position = "none") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Point size = population ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop, * colour=fyear), * shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### Add Portugal ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + geom_point(aes(size=pop, colour=fyear), shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *geom_point(data = * gmPT[year %in% yrs], * colour="blue") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### No need for year colours ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Move the legend below ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") + *theme(legend.position = "bottom") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 3: Gapminder plot" --- <div class="xaringan-hex-right-top"></div> # Summary ### - Answer questions with data visualisations ### - Define your plots and `gglot2` does the rest ### - Integrates well with R markdown ### - Lots more than this 3 hour workshop could show ### - Try it! --- class: inverse, center, middle ## This work is licensed under the ## Creative Commons Attribution-NonCommercial 4.0 International License. ## To view a copy of this license, visit ## http://creativecommons.org/licenses/by-nc/4.0/